Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7fb3184003c8>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7fb318326f98>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    real_dim = (image_width, image_height, image_channels)
    inputs_real = tf.placeholder(tf.float32, (None, *real_dim), name='input_real')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
    learning_rate = tf.placeholder(tf.float32, None, name='learning_rate')

    return inputs_real, inputs_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).

In [6]:
def LeakyReLU(x, alpha=0.2):
    return tf.maximum(alpha * x, x)
In [7]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param image: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    # Using dropouts in discrimnator so as to weaken it's learning model for the data distribution 
    # as well as help generalise better.
    keep_probability = 0.8
    
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 28x28x1 for MNIST or 28x28x3 for CelebA
        # This is the 1st layer
        # No batch normalization on first layer
        x1 = tf.layers.conv2d(images, 128, 5, strides=2, padding='same', 
                              kernel_initializer=tf.contrib.layers.xavier_initializer())
        x1 = tf.nn.dropout(x1, keep_probability)
        relu1 = LeakyReLU(x1)
        # 14x14x128 now
        #print('discriminator x1 shape ', x1.shape)
        
        # This is the 2nd layer
        x2 = tf.layers.conv2d(relu1, 256, 5, strides=2, padding='same', 
                              kernel_initializer=tf.contrib.layers.xavier_initializer())
        x2 = tf.nn.dropout(x2, keep_probability)
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = LeakyReLU(bn2)
        # 7x7x256 now
        #print('discriminator x2 shape ', x2.shape)
        
        # This is the 3rd layer
        x3 = tf.layers.conv2d(relu2, 512, 5, strides=2, padding='same', 
                              kernel_initializer=tf.contrib.layers.xavier_initializer())
        x3 = tf.nn.dropout(x3, keep_probability)
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = LeakyReLU(bn3)
        # 4x4x512 now
        #print('discriminator x3 shape ', x3.shape)

        # This is the 4th fully-connected layer
        # Flatten it
        #flat = tf.reshape(relu2, (-1, 7*7*128)) before adding additional layer
        flat = tf.reshape(relu3, (-1, 4*4*512))
        logits = tf.layers.dense(flat, 1, kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
        logits = tf.nn.dropout(logits, keep_probability)
        out = tf.sigmoid(logits)
    
    return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [8]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    keep_probability = 0.9 # eliminating dropout weakens generalization in Generator
    # print(out_channel_dim) <- value of 5 in unit test
    #output_dim = (28, 28, out_channel_dim)
    
    with tf.variable_scope('generator', reuse=not is_train): # <- not sure if reuse during training
        # 1st fully connected layer
        x1 = tf.layers.dense(z, 7*7*512, kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
        # Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 7, 7, 256))
        #x1 = tf.nn.dropout(x1, keep_probability)
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = LeakyReLU(x1)
        # 7x7x512 now
        
        # This is the 2nd layer
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same', 
                                        kernel_initializer=tf.contrib.layers.xavier_initializer())
        #x2 = tf.nn.dropout(x2, keep_probability)
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = LeakyReLU(x2)
        # 14x14x256 now
        
        # This is the 3rd layer
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same', 
                                        kernel_initializer=tf.contrib.layers.xavier_initializer())
        #x3 = tf.nn.dropout(x3, keep_probability)
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = LeakyReLU(x3)
        # 28x28x128 now
        
        # This is the 4th, output layer
        # stides=1 because no upscaling
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='same', 
                                            kernel_initializer=tf.contrib.layers.xavier_initializer())
        #logits = tf.nn.dropout(logits, keep_probability)
        # 28x28xout_channel_dim now        
        out = tf.tanh(logits)
    
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [9]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
    
    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
    
    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [10]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [11]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [12]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    #print(data_shape) # <- (6000, 28, 28, 1) for MNIST training
    #print(data_image_mode) # <- "L" for MNIST training
    
    if (data_image_mode == "L"):
        out_channel_dim=1
    else:
        out_channel_dim=3
    
    #tf.reset_default_graph()
    # model_inputs(image_width, image_height, image_channels, z_dim)
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
    lr = learning_rate
    d_loss, g_loss = model_loss(input_real, input_z, out_channel_dim)
    d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
    
    print_every=10
    show_every=100
    samples, losses = [], []
    steps=0
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                
                # print(batch_images.shape) # <- (128, 28, 28, 1) for MNIST
                #batch_images = batch_images.reshape(batch_size, data_shape[1], data_shape[2], data_shape[3])
                # The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5
                #  of 28x28 dimensional images.
                batch_images = batch_images * 2
                
                # Sample random noise for G
                batch_z=np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
                #_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images}) saw suggestion to run 2x
                
                if steps % print_every == 0:
                    # At the end of each epoch, get the losses and print them out
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i+1, epochs),
                          "Discriminator Loss: {:.4f} ...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    # Save losses to view after training
                    losses.append((train_loss_d, train_loss_g))

                if steps % show_every == 0:
                    #show_generator_output(sess, 1, input_z, data_shape[3], data_image_mode)
                    show_generator_output(sess, 9, input_z, data_shape[3], data_image_mode)
                    
        # show images at end of training
        #show_generator_output(sess, 1, input_z, data_shape[3], data_image_mode)
        show_generator_output(sess, 9, input_z, data_shape[3], data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [15]:
batch_size = 64
z_dim = 100
learning_rate = 0.002
beta1 = 0.1

# https://discussions.udacity.com/t/project-facegeneration-indexerror-list-index-out-of-range/246401
tf.reset_default_graph()

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.2654 ... Generator Loss: 32.2275
Epoch 1/2... Discriminator Loss: 0.3249 ... Generator Loss: 26.9800
Epoch 1/2... Discriminator Loss: 0.2816 ... Generator Loss: 29.3915
Epoch 1/2... Discriminator Loss: 5.3296 ... Generator Loss: 6.7937
Epoch 1/2... Discriminator Loss: 2.1493 ... Generator Loss: 6.5792
Epoch 1/2... Discriminator Loss: 9.1840 ... Generator Loss: 25.9268
Epoch 1/2... Discriminator Loss: 0.6548 ... Generator Loss: 1.7897
Epoch 1/2... Discriminator Loss: 1.2082 ... Generator Loss: 8.7612
Epoch 1/2... Discriminator Loss: 0.5177 ... Generator Loss: 3.7103
Epoch 1/2... Discriminator Loss: 1.4380 ... Generator Loss: 3.6875
Epoch 1/2... Discriminator Loss: 1.3329 ... Generator Loss: 2.5693
Epoch 1/2... Discriminator Loss: 2.5640 ... Generator Loss: 5.0681
Epoch 1/2... Discriminator Loss: 2.5882 ... Generator Loss: 2.6396
Epoch 1/2... Discriminator Loss: 1.5877 ... Generator Loss: 1.5120
Epoch 1/2... Discriminator Loss: 1.9613 ... Generator Loss: 1.4544
Epoch 1/2... Discriminator Loss: 1.7848 ... Generator Loss: 0.5033
Epoch 1/2... Discriminator Loss: 1.5491 ... Generator Loss: 0.5930
Epoch 1/2... Discriminator Loss: 1.4484 ... Generator Loss: 1.2203
Epoch 1/2... Discriminator Loss: 0.9405 ... Generator Loss: 1.0150
Epoch 1/2... Discriminator Loss: 0.9409 ... Generator Loss: 2.5434
Epoch 1/2... Discriminator Loss: 1.0912 ... Generator Loss: 1.1021
Epoch 1/2... Discriminator Loss: 1.6363 ... Generator Loss: 0.4267
Epoch 1/2... Discriminator Loss: 2.3692 ... Generator Loss: 0.2945
Epoch 1/2... Discriminator Loss: 2.1856 ... Generator Loss: 0.2709
Epoch 1/2... Discriminator Loss: 1.1055 ... Generator Loss: 1.3071
Epoch 1/2... Discriminator Loss: 1.4402 ... Generator Loss: 1.2880
Epoch 1/2... Discriminator Loss: 1.6654 ... Generator Loss: 0.4360
Epoch 1/2... Discriminator Loss: 1.4509 ... Generator Loss: 0.4542
Epoch 1/2... Discriminator Loss: 1.5587 ... Generator Loss: 0.5217
Epoch 1/2... Discriminator Loss: 1.6968 ... Generator Loss: 0.4342
Epoch 1/2... Discriminator Loss: 1.5483 ... Generator Loss: 0.4395
Epoch 1/2... Discriminator Loss: 1.3796 ... Generator Loss: 0.6631
Epoch 1/2... Discriminator Loss: 1.7698 ... Generator Loss: 0.4508
Epoch 1/2... Discriminator Loss: 2.1197 ... Generator Loss: 0.3147
Epoch 1/2... Discriminator Loss: 2.3250 ... Generator Loss: 0.2358
Epoch 1/2... Discriminator Loss: 1.4718 ... Generator Loss: 0.4611
Epoch 1/2... Discriminator Loss: 0.6841 ... Generator Loss: 1.2887
Epoch 1/2... Discriminator Loss: 1.2306 ... Generator Loss: 2.2898
Epoch 1/2... Discriminator Loss: 1.1506 ... Generator Loss: 1.8497
Epoch 1/2... Discriminator Loss: 0.8751 ... Generator Loss: 0.9558
Epoch 1/2... Discriminator Loss: 1.5784 ... Generator Loss: 1.3364
Epoch 1/2... Discriminator Loss: 1.4978 ... Generator Loss: 1.1486
Epoch 1/2... Discriminator Loss: 1.4928 ... Generator Loss: 1.6595
Epoch 1/2... Discriminator Loss: 1.1615 ... Generator Loss: 2.8096
Epoch 1/2... Discriminator Loss: 0.7983 ... Generator Loss: 1.0567
Epoch 1/2... Discriminator Loss: 1.1006 ... Generator Loss: 0.7524
Epoch 1/2... Discriminator Loss: 2.4836 ... Generator Loss: 0.2606
Epoch 1/2... Discriminator Loss: 1.4212 ... Generator Loss: 0.9790
Epoch 1/2... Discriminator Loss: 1.6233 ... Generator Loss: 2.1987
Epoch 1/2... Discriminator Loss: 1.4925 ... Generator Loss: 0.5120
Epoch 1/2... Discriminator Loss: 1.1186 ... Generator Loss: 0.8559
Epoch 1/2... Discriminator Loss: 1.4115 ... Generator Loss: 1.0557
Epoch 1/2... Discriminator Loss: 1.4767 ... Generator Loss: 1.4023
Epoch 1/2... Discriminator Loss: 1.1456 ... Generator Loss: 1.2576
Epoch 1/2... Discriminator Loss: 1.9574 ... Generator Loss: 1.3772
Epoch 1/2... Discriminator Loss: 1.6291 ... Generator Loss: 0.4809
Epoch 1/2... Discriminator Loss: 1.4197 ... Generator Loss: 0.8903
Epoch 1/2... Discriminator Loss: 1.3386 ... Generator Loss: 1.3950
Epoch 1/2... Discriminator Loss: 1.2415 ... Generator Loss: 1.0511
Epoch 1/2... Discriminator Loss: 1.3935 ... Generator Loss: 0.4840
Epoch 1/2... Discriminator Loss: 1.4066 ... Generator Loss: 0.9027
Epoch 1/2... Discriminator Loss: 1.2537 ... Generator Loss: 0.9032
Epoch 1/2... Discriminator Loss: 1.6710 ... Generator Loss: 1.5763
Epoch 1/2... Discriminator Loss: 1.2922 ... Generator Loss: 0.8645
Epoch 1/2... Discriminator Loss: 1.6379 ... Generator Loss: 1.7832
Epoch 1/2... Discriminator Loss: 1.5040 ... Generator Loss: 1.6985
Epoch 1/2... Discriminator Loss: 1.2859 ... Generator Loss: 0.6740
Epoch 1/2... Discriminator Loss: 1.3283 ... Generator Loss: 0.9822
Epoch 1/2... Discriminator Loss: 1.2895 ... Generator Loss: 1.0500
Epoch 1/2... Discriminator Loss: 1.4276 ... Generator Loss: 1.4086
Epoch 1/2... Discriminator Loss: 1.2529 ... Generator Loss: 0.9991
Epoch 1/2... Discriminator Loss: 1.2888 ... Generator Loss: 1.0349
Epoch 1/2... Discriminator Loss: 1.3230 ... Generator Loss: 0.8259
Epoch 1/2... Discriminator Loss: 1.4283 ... Generator Loss: 1.1442
Epoch 1/2... Discriminator Loss: 1.3894 ... Generator Loss: 0.9153
Epoch 1/2... Discriminator Loss: 1.3507 ... Generator Loss: 0.7992
Epoch 1/2... Discriminator Loss: 1.4154 ... Generator Loss: 0.6804
Epoch 1/2... Discriminator Loss: 1.2047 ... Generator Loss: 0.8473
Epoch 1/2... Discriminator Loss: 1.5258 ... Generator Loss: 1.2014
Epoch 1/2... Discriminator Loss: 1.3035 ... Generator Loss: 1.4701
Epoch 1/2... Discriminator Loss: 1.3496 ... Generator Loss: 0.9898
Epoch 1/2... Discriminator Loss: 1.2579 ... Generator Loss: 0.8580
Epoch 1/2... Discriminator Loss: 1.4216 ... Generator Loss: 1.2486
Epoch 1/2... Discriminator Loss: 1.3097 ... Generator Loss: 0.5803
Epoch 1/2... Discriminator Loss: 1.2845 ... Generator Loss: 1.0545
Epoch 1/2... Discriminator Loss: 1.6251 ... Generator Loss: 1.5960
Epoch 1/2... Discriminator Loss: 1.5169 ... Generator Loss: 0.5304
Epoch 1/2... Discriminator Loss: 1.7124 ... Generator Loss: 0.4419
Epoch 1/2... Discriminator Loss: 1.3658 ... Generator Loss: 0.7402
Epoch 1/2... Discriminator Loss: 1.3068 ... Generator Loss: 0.7198
Epoch 1/2... Discriminator Loss: 1.3892 ... Generator Loss: 1.0280
Epoch 1/2... Discriminator Loss: 1.4644 ... Generator Loss: 0.4730
Epoch 1/2... Discriminator Loss: 1.3640 ... Generator Loss: 1.0644
Epoch 2/2... Discriminator Loss: 1.3053 ... Generator Loss: 0.6800
Epoch 2/2... Discriminator Loss: 1.3524 ... Generator Loss: 0.5528
Epoch 2/2... Discriminator Loss: 1.3248 ... Generator Loss: 0.7206
Epoch 2/2... Discriminator Loss: 1.5889 ... Generator Loss: 1.0679
Epoch 2/2... Discriminator Loss: 1.3587 ... Generator Loss: 0.9260
Epoch 2/2... Discriminator Loss: 1.3622 ... Generator Loss: 0.9587
Epoch 2/2... Discriminator Loss: 1.6212 ... Generator Loss: 0.4174
Epoch 2/2... Discriminator Loss: 1.6474 ... Generator Loss: 0.3855
Epoch 2/2... Discriminator Loss: 1.2334 ... Generator Loss: 0.8640
Epoch 2/2... Discriminator Loss: 1.3971 ... Generator Loss: 1.2259
Epoch 2/2... Discriminator Loss: 1.4524 ... Generator Loss: 1.2395
Epoch 2/2... Discriminator Loss: 1.2545 ... Generator Loss: 0.8635
Epoch 2/2... Discriminator Loss: 1.7643 ... Generator Loss: 1.5426
Epoch 2/2... Discriminator Loss: 1.2616 ... Generator Loss: 0.7156
Epoch 2/2... Discriminator Loss: 1.1939 ... Generator Loss: 1.0712
Epoch 2/2... Discriminator Loss: 1.3122 ... Generator Loss: 0.9129
Epoch 2/2... Discriminator Loss: 1.3016 ... Generator Loss: 0.8461
Epoch 2/2... Discriminator Loss: 1.2335 ... Generator Loss: 0.7823
Epoch 2/2... Discriminator Loss: 1.4391 ... Generator Loss: 0.8597
Epoch 2/2... Discriminator Loss: 1.4798 ... Generator Loss: 1.1860
Epoch 2/2... Discriminator Loss: 1.5141 ... Generator Loss: 0.4967
Epoch 2/2... Discriminator Loss: 1.2294 ... Generator Loss: 1.2751
Epoch 2/2... Discriminator Loss: 1.2925 ... Generator Loss: 0.8470
Epoch 2/2... Discriminator Loss: 1.3887 ... Generator Loss: 0.8447
Epoch 2/2... Discriminator Loss: 1.2415 ... Generator Loss: 0.9164
Epoch 2/2... Discriminator Loss: 1.4159 ... Generator Loss: 0.5319
Epoch 2/2... Discriminator Loss: 1.4441 ... Generator Loss: 0.5711
Epoch 2/2... Discriminator Loss: 1.2291 ... Generator Loss: 0.7347
Epoch 2/2... Discriminator Loss: 1.5470 ... Generator Loss: 0.5039
Epoch 2/2... Discriminator Loss: 1.3293 ... Generator Loss: 0.7317
Epoch 2/2... Discriminator Loss: 1.5243 ... Generator Loss: 1.2103
Epoch 2/2... Discriminator Loss: 1.2003 ... Generator Loss: 0.6964
Epoch 2/2... Discriminator Loss: 1.3351 ... Generator Loss: 0.9946
Epoch 2/2... Discriminator Loss: 1.2781 ... Generator Loss: 0.9758
Epoch 2/2... Discriminator Loss: 1.4695 ... Generator Loss: 0.5243
Epoch 2/2... Discriminator Loss: 1.3557 ... Generator Loss: 0.7470
Epoch 2/2... Discriminator Loss: 1.3806 ... Generator Loss: 0.5879
Epoch 2/2... Discriminator Loss: 1.2527 ... Generator Loss: 0.8207
Epoch 2/2... Discriminator Loss: 1.3989 ... Generator Loss: 0.6296
Epoch 2/2... Discriminator Loss: 1.2521 ... Generator Loss: 0.7430
Epoch 2/2... Discriminator Loss: 1.3752 ... Generator Loss: 0.8797
Epoch 2/2... Discriminator Loss: 1.3221 ... Generator Loss: 0.5521
Epoch 2/2... Discriminator Loss: 1.3906 ... Generator Loss: 0.7090
Epoch 2/2... Discriminator Loss: 1.3665 ... Generator Loss: 0.5245
Epoch 2/2... Discriminator Loss: 1.4221 ... Generator Loss: 1.1836
Epoch 2/2... Discriminator Loss: 1.4232 ... Generator Loss: 0.8812
Epoch 2/2... Discriminator Loss: 1.4070 ... Generator Loss: 0.5004
Epoch 2/2... Discriminator Loss: 1.3105 ... Generator Loss: 0.6481
Epoch 2/2... Discriminator Loss: 1.7700 ... Generator Loss: 1.5341
Epoch 2/2... Discriminator Loss: 1.3397 ... Generator Loss: 0.7149
Epoch 2/2... Discriminator Loss: 1.3013 ... Generator Loss: 0.8510
Epoch 2/2... Discriminator Loss: 1.4162 ... Generator Loss: 0.5171
Epoch 2/2... Discriminator Loss: 1.3561 ... Generator Loss: 0.7049
Epoch 2/2... Discriminator Loss: 1.2675 ... Generator Loss: 1.0155
Epoch 2/2... Discriminator Loss: 1.2376 ... Generator Loss: 0.7446
Epoch 2/2... Discriminator Loss: 1.5035 ... Generator Loss: 0.7900
Epoch 2/2... Discriminator Loss: 1.4853 ... Generator Loss: 0.6786
Epoch 2/2... Discriminator Loss: 1.9902 ... Generator Loss: 0.3316
Epoch 2/2... Discriminator Loss: 1.2855 ... Generator Loss: 0.7777
Epoch 2/2... Discriminator Loss: 1.3971 ... Generator Loss: 0.5118
Epoch 2/2... Discriminator Loss: 1.2751 ... Generator Loss: 0.6417
Epoch 2/2... Discriminator Loss: 1.3346 ... Generator Loss: 0.5900
Epoch 2/2... Discriminator Loss: 1.3028 ... Generator Loss: 0.7231
Epoch 2/2... Discriminator Loss: 1.4732 ... Generator Loss: 1.2564
Epoch 2/2... Discriminator Loss: 1.3361 ... Generator Loss: 0.5928
Epoch 2/2... Discriminator Loss: 1.3212 ... Generator Loss: 0.8440
Epoch 2/2... Discriminator Loss: 1.3346 ... Generator Loss: 1.0383
Epoch 2/2... Discriminator Loss: 1.2521 ... Generator Loss: 0.9519
Epoch 2/2... Discriminator Loss: 1.3633 ... Generator Loss: 0.9404
Epoch 2/2... Discriminator Loss: 1.4340 ... Generator Loss: 1.2381
Epoch 2/2... Discriminator Loss: 1.2367 ... Generator Loss: 0.8209
Epoch 2/2... Discriminator Loss: 1.3002 ... Generator Loss: 0.8333
Epoch 2/2... Discriminator Loss: 1.3018 ... Generator Loss: 0.7130
Epoch 2/2... Discriminator Loss: 1.2569 ... Generator Loss: 0.7190
Epoch 2/2... Discriminator Loss: 1.3120 ... Generator Loss: 0.6445
Epoch 2/2... Discriminator Loss: 1.2952 ... Generator Loss: 0.9903
Epoch 2/2... Discriminator Loss: 1.3543 ... Generator Loss: 0.8057
Epoch 2/2... Discriminator Loss: 1.3730 ... Generator Loss: 0.6971
Epoch 2/2... Discriminator Loss: 1.4761 ... Generator Loss: 1.2379
Epoch 2/2... Discriminator Loss: 1.2958 ... Generator Loss: 0.9248
Epoch 2/2... Discriminator Loss: 1.3043 ... Generator Loss: 0.7310
Epoch 2/2... Discriminator Loss: 1.3589 ... Generator Loss: 1.1838
Epoch 2/2... Discriminator Loss: 1.2655 ... Generator Loss: 0.9062
Epoch 2/2... Discriminator Loss: 1.4499 ... Generator Loss: 1.0386
Epoch 2/2... Discriminator Loss: 1.3102 ... Generator Loss: 1.0121
Epoch 2/2... Discriminator Loss: 1.2955 ... Generator Loss: 0.8641
Epoch 2/2... Discriminator Loss: 1.3216 ... Generator Loss: 0.6781
Epoch 2/2... Discriminator Loss: 1.3608 ... Generator Loss: 0.7608
Epoch 2/2... Discriminator Loss: 1.3377 ... Generator Loss: 0.7715
Epoch 2/2... Discriminator Loss: 1.5852 ... Generator Loss: 0.4398
Epoch 2/2... Discriminator Loss: 1.2732 ... Generator Loss: 0.7907
Epoch 2/2... Discriminator Loss: 1.4000 ... Generator Loss: 1.1358
Epoch 2/2... Discriminator Loss: 1.2019 ... Generator Loss: 0.7687
Epoch 2/2... Discriminator Loss: 1.2216 ... Generator Loss: 0.7653

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [ ]:
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.1


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 7

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/7... Discriminator Loss: 0.4713 ... Generator Loss: 3.9013
Epoch 1/7... Discriminator Loss: 0.5393 ... Generator Loss: 4.0696
Epoch 1/7... Discriminator Loss: 0.5885 ... Generator Loss: 3.2914
Epoch 1/7... Discriminator Loss: 1.1294 ... Generator Loss: 3.9136
Epoch 1/7... Discriminator Loss: 0.9016 ... Generator Loss: 3.8389
Epoch 1/7... Discriminator Loss: 0.8217 ... Generator Loss: 1.1937
Epoch 1/7... Discriminator Loss: 0.9056 ... Generator Loss: 1.4941
Epoch 1/7... Discriminator Loss: 0.7855 ... Generator Loss: 1.5963
Epoch 1/7... Discriminator Loss: 2.9813 ... Generator Loss: 0.2236
Epoch 1/7... Discriminator Loss: 0.6984 ... Generator Loss: 4.9919
Epoch 1/7... Discriminator Loss: 0.4409 ... Generator Loss: 2.6330
Epoch 1/7... Discriminator Loss: 0.9357 ... Generator Loss: 5.2556
Epoch 1/7... Discriminator Loss: 1.6038 ... Generator Loss: 4.9961
Epoch 1/7... Discriminator Loss: 3.7294 ... Generator Loss: 6.6898
Epoch 1/7... Discriminator Loss: 0.6209 ... Generator Loss: 1.4794
Epoch 1/7... Discriminator Loss: 2.0663 ... Generator Loss: 0.3924
Epoch 1/7... Discriminator Loss: 1.1817 ... Generator Loss: 0.6790
Epoch 1/7... Discriminator Loss: 0.8945 ... Generator Loss: 0.8799
Epoch 1/7... Discriminator Loss: 0.7201 ... Generator Loss: 1.3308
Epoch 1/7... Discriminator Loss: 1.6070 ... Generator Loss: 0.3786
Epoch 1/7... Discriminator Loss: 1.6508 ... Generator Loss: 0.4648
Epoch 1/7... Discriminator Loss: 2.2274 ... Generator Loss: 0.2588
Epoch 1/7... Discriminator Loss: 1.4058 ... Generator Loss: 0.5651
Epoch 1/7... Discriminator Loss: 1.3325 ... Generator Loss: 0.5434
Epoch 1/7... Discriminator Loss: 1.9060 ... Generator Loss: 0.3291
Epoch 1/7... Discriminator Loss: 1.5142 ... Generator Loss: 5.1636
Epoch 1/7... Discriminator Loss: 2.2582 ... Generator Loss: 3.5315
Epoch 1/7... Discriminator Loss: 0.8843 ... Generator Loss: 1.9896
Epoch 1/7... Discriminator Loss: 1.0612 ... Generator Loss: 2.7415
Epoch 1/7... Discriminator Loss: 1.1434 ... Generator Loss: 0.5962
Epoch 1/7... Discriminator Loss: 0.8376 ... Generator Loss: 1.0758
Epoch 1/7... Discriminator Loss: 0.4655 ... Generator Loss: 4.1071
Epoch 1/7... Discriminator Loss: 0.6216 ... Generator Loss: 1.4840
Epoch 1/7... Discriminator Loss: 0.4112 ... Generator Loss: 2.2271
Epoch 1/7... Discriminator Loss: 0.9110 ... Generator Loss: 1.0538
Epoch 1/7... Discriminator Loss: 0.6438 ... Generator Loss: 2.6285
Epoch 1/7... Discriminator Loss: 1.3481 ... Generator Loss: 0.7775
Epoch 1/7... Discriminator Loss: 1.0942 ... Generator Loss: 0.6925
Epoch 1/7... Discriminator Loss: 1.6282 ... Generator Loss: 4.7294
Epoch 1/7... Discriminator Loss: 0.9818 ... Generator Loss: 1.1558
Epoch 1/7... Discriminator Loss: 0.7890 ... Generator Loss: 1.1326
Epoch 1/7... Discriminator Loss: 1.3001 ... Generator Loss: 0.6169
Epoch 1/7... Discriminator Loss: 0.6504 ... Generator Loss: 1.3371
Epoch 1/7... Discriminator Loss: 0.5839 ... Generator Loss: 1.4342
Epoch 1/7... Discriminator Loss: 1.0082 ... Generator Loss: 1.7498
Epoch 1/7... Discriminator Loss: 2.1116 ... Generator Loss: 2.9668
Epoch 1/7... Discriminator Loss: 1.2447 ... Generator Loss: 0.6714
Epoch 1/7... Discriminator Loss: 0.6554 ... Generator Loss: 1.8945
Epoch 1/7... Discriminator Loss: 0.4713 ... Generator Loss: 3.5441
Epoch 1/7... Discriminator Loss: 1.2293 ... Generator Loss: 0.5851
Epoch 1/7... Discriminator Loss: 1.8688 ... Generator Loss: 0.4120
Epoch 1/7... Discriminator Loss: 0.6167 ... Generator Loss: 2.8166
Epoch 1/7... Discriminator Loss: 0.7463 ... Generator Loss: 3.8027
Epoch 1/7... Discriminator Loss: 1.1147 ... Generator Loss: 1.6056
Epoch 1/7... Discriminator Loss: 0.9710 ... Generator Loss: 2.7370
Epoch 1/7... Discriminator Loss: 1.1211 ... Generator Loss: 0.7025
Epoch 1/7... Discriminator Loss: 1.0313 ... Generator Loss: 0.8168
Epoch 1/7... Discriminator Loss: 0.6679 ... Generator Loss: 1.4238
Epoch 1/7... Discriminator Loss: 0.5026 ... Generator Loss: 2.8807
Epoch 1/7... Discriminator Loss: 0.9945 ... Generator Loss: 0.7373
Epoch 1/7... Discriminator Loss: 0.8261 ... Generator Loss: 1.0580
Epoch 1/7... Discriminator Loss: 0.9606 ... Generator Loss: 0.8296
Epoch 1/7... Discriminator Loss: 0.6238 ... Generator Loss: 1.2102
Epoch 1/7... Discriminator Loss: 1.9954 ... Generator Loss: 0.2635
Epoch 1/7... Discriminator Loss: 1.1260 ... Generator Loss: 0.7617
Epoch 1/7... Discriminator Loss: 0.9508 ... Generator Loss: 0.8455
Epoch 1/7... Discriminator Loss: 1.2919 ... Generator Loss: 0.4965
Epoch 1/7... Discriminator Loss: 1.0039 ... Generator Loss: 1.1031
Epoch 1/7... Discriminator Loss: 1.1475 ... Generator Loss: 0.6389
Epoch 1/7... Discriminator Loss: 0.5013 ... Generator Loss: 1.7711
Epoch 1/7... Discriminator Loss: 1.2488 ... Generator Loss: 2.0340
Epoch 1/7... Discriminator Loss: 0.8642 ... Generator Loss: 4.0315
Epoch 1/7... Discriminator Loss: 1.1876 ... Generator Loss: 0.5735
Epoch 1/7... Discriminator Loss: 1.3841 ... Generator Loss: 1.8713
Epoch 1/7... Discriminator Loss: 0.5575 ... Generator Loss: 1.9560
Epoch 1/7... Discriminator Loss: 0.7431 ... Generator Loss: 1.6246
Epoch 1/7... Discriminator Loss: 1.0602 ... Generator Loss: 0.7740
Epoch 1/7... Discriminator Loss: 1.4195 ... Generator Loss: 0.5007
Epoch 1/7... Discriminator Loss: 1.2572 ... Generator Loss: 0.6418
Epoch 1/7... Discriminator Loss: 0.4804 ... Generator Loss: 2.5659
Epoch 1/7... Discriminator Loss: 0.7702 ... Generator Loss: 2.4004
Epoch 1/7... Discriminator Loss: 1.5316 ... Generator Loss: 2.6433
Epoch 1/7... Discriminator Loss: 0.9009 ... Generator Loss: 0.8225
Epoch 1/7... Discriminator Loss: 0.5895 ... Generator Loss: 1.6727
Epoch 1/7... Discriminator Loss: 1.6999 ... Generator Loss: 0.3394
Epoch 1/7... Discriminator Loss: 1.3212 ... Generator Loss: 1.6049
Epoch 1/7... Discriminator Loss: 0.6368 ... Generator Loss: 2.0648
Epoch 1/7... Discriminator Loss: 0.5940 ... Generator Loss: 1.5543
Epoch 1/7... Discriminator Loss: 1.9397 ... Generator Loss: 0.3201
Epoch 1/7... Discriminator Loss: 0.8092 ... Generator Loss: 1.2448
Epoch 1/7... Discriminator Loss: 1.5135 ... Generator Loss: 2.4910
Epoch 1/7... Discriminator Loss: 1.8981 ... Generator Loss: 0.2961
Epoch 1/7... Discriminator Loss: 0.6094 ... Generator Loss: 1.5997
Epoch 1/7... Discriminator Loss: 1.1552 ... Generator Loss: 2.5899
Epoch 1/7... Discriminator Loss: 0.7654 ... Generator Loss: 2.9577
Epoch 1/7... Discriminator Loss: 0.7325 ... Generator Loss: 2.6202
Epoch 1/7... Discriminator Loss: 1.1471 ... Generator Loss: 0.7816
Epoch 1/7... Discriminator Loss: 1.2702 ... Generator Loss: 0.7774
Epoch 1/7... Discriminator Loss: 0.7768 ... Generator Loss: 2.3073
Epoch 1/7... Discriminator Loss: 0.8769 ... Generator Loss: 0.9705
Epoch 1/7... Discriminator Loss: 0.4637 ... Generator Loss: 3.3212
Epoch 1/7... Discriminator Loss: 1.1032 ... Generator Loss: 0.6972
Epoch 1/7... Discriminator Loss: 1.5112 ... Generator Loss: 0.9645
Epoch 1/7... Discriminator Loss: 1.2864 ... Generator Loss: 1.0553
Epoch 1/7... Discriminator Loss: 1.3373 ... Generator Loss: 0.7768
Epoch 1/7... Discriminator Loss: 0.8071 ... Generator Loss: 2.6658
Epoch 1/7... Discriminator Loss: 0.6634 ... Generator Loss: 1.8255
Epoch 1/7... Discriminator Loss: 0.9243 ... Generator Loss: 0.8264
Epoch 1/7... Discriminator Loss: 1.3741 ... Generator Loss: 0.7707
Epoch 1/7... Discriminator Loss: 0.9191 ... Generator Loss: 0.9971
Epoch 1/7... Discriminator Loss: 0.8378 ... Generator Loss: 0.7400
Epoch 1/7... Discriminator Loss: 1.9486 ... Generator Loss: 0.3474
Epoch 1/7... Discriminator Loss: 0.8483 ... Generator Loss: 1.4719
Epoch 1/7... Discriminator Loss: 0.7850 ... Generator Loss: 2.9565
Epoch 1/7... Discriminator Loss: 1.2171 ... Generator Loss: 0.5716
Epoch 1/7... Discriminator Loss: 2.6744 ... Generator Loss: 3.0036
Epoch 1/7... Discriminator Loss: 0.4671 ... Generator Loss: 3.1776
Epoch 1/7... Discriminator Loss: 1.2025 ... Generator Loss: 0.8965
Epoch 1/7... Discriminator Loss: 0.9846 ... Generator Loss: 0.7775
Epoch 1/7... Discriminator Loss: 0.8806 ... Generator Loss: 2.9916
Epoch 1/7... Discriminator Loss: 2.0746 ... Generator Loss: 2.9274
Epoch 1/7... Discriminator Loss: 1.4074 ... Generator Loss: 0.5438
Epoch 1/7... Discriminator Loss: 1.4404 ... Generator Loss: 0.4410
Epoch 1/7... Discriminator Loss: 0.6372 ... Generator Loss: 1.4133
Epoch 1/7... Discriminator Loss: 1.1275 ... Generator Loss: 1.5308
Epoch 1/7... Discriminator Loss: 1.1838 ... Generator Loss: 1.7975
Epoch 1/7... Discriminator Loss: 1.8194 ... Generator Loss: 1.3423
Epoch 1/7... Discriminator Loss: 0.6125 ... Generator Loss: 1.5684
Epoch 1/7... Discriminator Loss: 1.2035 ... Generator Loss: 1.3430
Epoch 1/7... Discriminator Loss: 0.9475 ... Generator Loss: 1.3572
Epoch 1/7... Discriminator Loss: 1.3160 ... Generator Loss: 1.0869
Epoch 1/7... Discriminator Loss: 0.7735 ... Generator Loss: 1.8611
Epoch 1/7... Discriminator Loss: 2.0308 ... Generator Loss: 0.3340
Epoch 1/7... Discriminator Loss: 0.8781 ... Generator Loss: 1.2932
Epoch 1/7... Discriminator Loss: 1.1679 ... Generator Loss: 1.5510
Epoch 1/7... Discriminator Loss: 0.7937 ... Generator Loss: 1.3524
Epoch 1/7... Discriminator Loss: 1.1838 ... Generator Loss: 0.9995
Epoch 1/7... Discriminator Loss: 1.0735 ... Generator Loss: 1.4327
Epoch 1/7... Discriminator Loss: 0.6842 ... Generator Loss: 2.3149
Epoch 1/7... Discriminator Loss: 0.8205 ... Generator Loss: 1.1350
Epoch 1/7... Discriminator Loss: 0.6201 ... Generator Loss: 2.4513
Epoch 1/7... Discriminator Loss: 0.7493 ... Generator Loss: 1.7412
Epoch 1/7... Discriminator Loss: 1.3350 ... Generator Loss: 1.0368
Epoch 1/7... Discriminator Loss: 1.2252 ... Generator Loss: 0.6687
Epoch 1/7... Discriminator Loss: 2.0049 ... Generator Loss: 0.2514
Epoch 1/7... Discriminator Loss: 0.8334 ... Generator Loss: 1.4656
Epoch 1/7... Discriminator Loss: 1.6211 ... Generator Loss: 1.8244
Epoch 1/7... Discriminator Loss: 1.5241 ... Generator Loss: 2.0613
Epoch 1/7... Discriminator Loss: 1.2814 ... Generator Loss: 2.1848
Epoch 1/7... Discriminator Loss: 0.6474 ... Generator Loss: 2.0254
Epoch 1/7... Discriminator Loss: 1.2065 ... Generator Loss: 0.8042
Epoch 1/7... Discriminator Loss: 0.7474 ... Generator Loss: 1.5037
Epoch 1/7... Discriminator Loss: 0.5068 ... Generator Loss: 2.5099
Epoch 1/7... Discriminator Loss: 1.4958 ... Generator Loss: 0.7186
Epoch 1/7... Discriminator Loss: 1.0041 ... Generator Loss: 1.5557
Epoch 1/7... Discriminator Loss: 0.6060 ... Generator Loss: 2.2823
Epoch 1/7... Discriminator Loss: 0.9741 ... Generator Loss: 1.0607
Epoch 1/7... Discriminator Loss: 1.1406 ... Generator Loss: 1.4257
Epoch 1/7... Discriminator Loss: 1.1679 ... Generator Loss: 0.5975
Epoch 1/7... Discriminator Loss: 1.0812 ... Generator Loss: 0.8893
Epoch 1/7... Discriminator Loss: 0.8437 ... Generator Loss: 1.5624
Epoch 1/7... Discriminator Loss: 1.3593 ... Generator Loss: 0.7170
Epoch 1/7... Discriminator Loss: 0.8860 ... Generator Loss: 1.9677
Epoch 1/7... Discriminator Loss: 1.1810 ... Generator Loss: 0.6734
Epoch 1/7... Discriminator Loss: 0.6488 ... Generator Loss: 1.6170
Epoch 1/7... Discriminator Loss: 1.4064 ... Generator Loss: 0.5545
Epoch 1/7... Discriminator Loss: 0.7643 ... Generator Loss: 1.2362
Epoch 1/7... Discriminator Loss: 0.9489 ... Generator Loss: 0.9121
Epoch 1/7... Discriminator Loss: 2.0321 ... Generator Loss: 0.3256
Epoch 1/7... Discriminator Loss: 1.4380 ... Generator Loss: 1.1592
Epoch 1/7... Discriminator Loss: 1.5468 ... Generator Loss: 1.7024
Epoch 1/7... Discriminator Loss: 1.3049 ... Generator Loss: 1.5101
Epoch 1/7... Discriminator Loss: 0.9566 ... Generator Loss: 0.9270
Epoch 1/7... Discriminator Loss: 1.7986 ... Generator Loss: 2.2001
Epoch 1/7... Discriminator Loss: 0.7981 ... Generator Loss: 1.5137
Epoch 1/7... Discriminator Loss: 1.3523 ... Generator Loss: 0.5718
Epoch 1/7... Discriminator Loss: 1.4799 ... Generator Loss: 0.4307
Epoch 1/7... Discriminator Loss: 1.0875 ... Generator Loss: 0.8770
Epoch 1/7... Discriminator Loss: 1.1810 ... Generator Loss: 0.9126
Epoch 1/7... Discriminator Loss: 1.2455 ... Generator Loss: 0.5766
Epoch 1/7... Discriminator Loss: 1.2103 ... Generator Loss: 1.4118
Epoch 1/7... Discriminator Loss: 0.9348 ... Generator Loss: 1.5073
Epoch 1/7... Discriminator Loss: 1.2044 ... Generator Loss: 0.7814
Epoch 1/7... Discriminator Loss: 1.1778 ... Generator Loss: 0.9054
Epoch 1/7... Discriminator Loss: 2.3146 ... Generator Loss: 2.4038
Epoch 1/7... Discriminator Loss: 1.1291 ... Generator Loss: 0.7385
Epoch 1/7... Discriminator Loss: 1.6104 ... Generator Loss: 0.3838
Epoch 1/7... Discriminator Loss: 1.6734 ... Generator Loss: 0.4254
Epoch 1/7... Discriminator Loss: 1.5063 ... Generator Loss: 1.6038
Epoch 1/7... Discriminator Loss: 1.0642 ... Generator Loss: 1.0227
Epoch 1/7... Discriminator Loss: 0.8533 ... Generator Loss: 3.2061
Epoch 1/7... Discriminator Loss: 1.3851 ... Generator Loss: 0.4438
Epoch 1/7... Discriminator Loss: 0.8955 ... Generator Loss: 0.8543
Epoch 1/7... Discriminator Loss: 1.6335 ... Generator Loss: 0.4192
Epoch 1/7... Discriminator Loss: 0.7881 ... Generator Loss: 1.9113
Epoch 1/7... Discriminator Loss: 0.8968 ... Generator Loss: 0.9698
Epoch 1/7... Discriminator Loss: 1.4748 ... Generator Loss: 0.4522
Epoch 1/7... Discriminator Loss: 1.1185 ... Generator Loss: 0.6461
Epoch 1/7... Discriminator Loss: 1.3078 ... Generator Loss: 0.5907
Epoch 1/7... Discriminator Loss: 0.9515 ... Generator Loss: 1.0129
Epoch 1/7... Discriminator Loss: 0.7231 ... Generator Loss: 1.1472
Epoch 1/7... Discriminator Loss: 1.2508 ... Generator Loss: 1.1575
Epoch 1/7... Discriminator Loss: 1.1038 ... Generator Loss: 0.8775
Epoch 1/7... Discriminator Loss: 1.2107 ... Generator Loss: 0.6221
Epoch 1/7... Discriminator Loss: 1.1058 ... Generator Loss: 0.8080
Epoch 1/7... Discriminator Loss: 1.3438 ... Generator Loss: 0.5142
Epoch 1/7... Discriminator Loss: 1.0169 ... Generator Loss: 1.1612
Epoch 1/7... Discriminator Loss: 2.1749 ... Generator Loss: 0.2644
Epoch 1/7... Discriminator Loss: 0.7609 ... Generator Loss: 1.5055
Epoch 1/7... Discriminator Loss: 0.8781 ... Generator Loss: 1.3042
Epoch 1/7... Discriminator Loss: 1.0120 ... Generator Loss: 0.9405
Epoch 1/7... Discriminator Loss: 1.5168 ... Generator Loss: 0.4590
Epoch 1/7... Discriminator Loss: 0.7358 ... Generator Loss: 1.8929
Epoch 1/7... Discriminator Loss: 1.3439 ... Generator Loss: 3.0123
Epoch 1/7... Discriminator Loss: 1.2608 ... Generator Loss: 1.2451
Epoch 1/7... Discriminator Loss: 1.1841 ... Generator Loss: 2.0523
Epoch 1/7... Discriminator Loss: 1.0496 ... Generator Loss: 0.9676
Epoch 1/7... Discriminator Loss: 2.0273 ... Generator Loss: 0.2718
Epoch 1/7... Discriminator Loss: 0.5857 ... Generator Loss: 1.7663
Epoch 1/7... Discriminator Loss: 1.4963 ... Generator Loss: 1.7557
Epoch 1/7... Discriminator Loss: 1.2939 ... Generator Loss: 0.5199
Epoch 1/7... Discriminator Loss: 1.2750 ... Generator Loss: 1.0537
Epoch 1/7... Discriminator Loss: 0.8577 ... Generator Loss: 1.5930
Epoch 1/7... Discriminator Loss: 1.3110 ... Generator Loss: 0.5081
Epoch 1/7... Discriminator Loss: 1.0027 ... Generator Loss: 0.8834
Epoch 1/7... Discriminator Loss: 1.3063 ... Generator Loss: 0.5978
Epoch 1/7... Discriminator Loss: 0.8588 ... Generator Loss: 1.0162
Epoch 1/7... Discriminator Loss: 0.9558 ... Generator Loss: 0.8958
Epoch 1/7... Discriminator Loss: 1.1855 ... Generator Loss: 1.8894
Epoch 1/7... Discriminator Loss: 1.0855 ... Generator Loss: 1.0199
Epoch 1/7... Discriminator Loss: 1.1939 ... Generator Loss: 0.9839
Epoch 1/7... Discriminator Loss: 1.0918 ... Generator Loss: 1.0881
Epoch 1/7... Discriminator Loss: 1.0271 ... Generator Loss: 1.5422
Epoch 1/7... Discriminator Loss: 0.9649 ... Generator Loss: 1.4526
Epoch 1/7... Discriminator Loss: 1.2313 ... Generator Loss: 1.1525
Epoch 1/7... Discriminator Loss: 1.5131 ... Generator Loss: 1.4913
Epoch 1/7... Discriminator Loss: 0.6319 ... Generator Loss: 1.9057
Epoch 1/7... Discriminator Loss: 0.7977 ... Generator Loss: 1.6931
Epoch 1/7... Discriminator Loss: 1.0523 ... Generator Loss: 1.8065
Epoch 1/7... Discriminator Loss: 1.5898 ... Generator Loss: 0.3699
Epoch 1/7... Discriminator Loss: 1.2010 ... Generator Loss: 0.5470
Epoch 1/7... Discriminator Loss: 0.8475 ... Generator Loss: 1.2078
Epoch 1/7... Discriminator Loss: 2.4011 ... Generator Loss: 0.2208
Epoch 1/7... Discriminator Loss: 1.3926 ... Generator Loss: 1.7607
Epoch 1/7... Discriminator Loss: 1.6257 ... Generator Loss: 0.4712
Epoch 1/7... Discriminator Loss: 0.8726 ... Generator Loss: 1.8705
Epoch 1/7... Discriminator Loss: 1.1846 ... Generator Loss: 1.3595
Epoch 1/7... Discriminator Loss: 1.2049 ... Generator Loss: 1.3834
Epoch 1/7... Discriminator Loss: 1.3961 ... Generator Loss: 1.6995
Epoch 1/7... Discriminator Loss: 0.6510 ... Generator Loss: 1.4290
Epoch 1/7... Discriminator Loss: 1.2621 ... Generator Loss: 1.0146
Epoch 1/7... Discriminator Loss: 0.9808 ... Generator Loss: 0.8945
Epoch 1/7... Discriminator Loss: 1.3044 ... Generator Loss: 0.5391
Epoch 1/7... Discriminator Loss: 1.3794 ... Generator Loss: 0.5137
Epoch 1/7... Discriminator Loss: 1.6286 ... Generator Loss: 0.3806
Epoch 1/7... Discriminator Loss: 1.0830 ... Generator Loss: 0.8949
Epoch 1/7... Discriminator Loss: 1.3769 ... Generator Loss: 0.5488
Epoch 1/7... Discriminator Loss: 1.1477 ... Generator Loss: 0.6677
Epoch 1/7... Discriminator Loss: 1.3656 ... Generator Loss: 0.5932
Epoch 1/7... Discriminator Loss: 0.5986 ... Generator Loss: 1.7584
Epoch 1/7... Discriminator Loss: 1.0634 ... Generator Loss: 1.4791
Epoch 1/7... Discriminator Loss: 0.9429 ... Generator Loss: 0.9723
Epoch 1/7... Discriminator Loss: 1.4622 ... Generator Loss: 0.5385
Epoch 1/7... Discriminator Loss: 1.0190 ... Generator Loss: 0.9197
Epoch 1/7... Discriminator Loss: 1.3636 ... Generator Loss: 0.4162
Epoch 1/7... Discriminator Loss: 0.7969 ... Generator Loss: 1.3285
Epoch 1/7... Discriminator Loss: 1.1187 ... Generator Loss: 1.0597
Epoch 1/7... Discriminator Loss: 1.6455 ... Generator Loss: 0.3340
Epoch 1/7... Discriminator Loss: 1.0245 ... Generator Loss: 0.9867
Epoch 1/7... Discriminator Loss: 1.1316 ... Generator Loss: 0.6196
Epoch 1/7... Discriminator Loss: 0.9067 ... Generator Loss: 0.8990
Epoch 1/7... Discriminator Loss: 1.1864 ... Generator Loss: 1.0413
Epoch 1/7... Discriminator Loss: 1.0105 ... Generator Loss: 1.1707
Epoch 1/7... Discriminator Loss: 1.2019 ... Generator Loss: 0.9896
Epoch 1/7... Discriminator Loss: 1.1958 ... Generator Loss: 0.7402
Epoch 1/7... Discriminator Loss: 1.3547 ... Generator Loss: 0.7113
Epoch 1/7... Discriminator Loss: 1.3041 ... Generator Loss: 0.5042
Epoch 1/7... Discriminator Loss: 1.4175 ... Generator Loss: 0.5203
Epoch 1/7... Discriminator Loss: 1.4833 ... Generator Loss: 0.4425
Epoch 1/7... Discriminator Loss: 1.2615 ... Generator Loss: 0.5038
Epoch 1/7... Discriminator Loss: 1.6237 ... Generator Loss: 0.4055
Epoch 1/7... Discriminator Loss: 1.1049 ... Generator Loss: 0.7719
Epoch 1/7... Discriminator Loss: 1.1714 ... Generator Loss: 2.0411
Epoch 1/7... Discriminator Loss: 1.0591 ... Generator Loss: 1.8578
Epoch 1/7... Discriminator Loss: 0.9069 ... Generator Loss: 0.9902
Epoch 1/7... Discriminator Loss: 1.4404 ... Generator Loss: 1.2308
Epoch 1/7... Discriminator Loss: 0.7570 ... Generator Loss: 1.4370
Epoch 1/7... Discriminator Loss: 1.0906 ... Generator Loss: 0.6856
Epoch 1/7... Discriminator Loss: 0.9456 ... Generator Loss: 1.7558
Epoch 1/7... Discriminator Loss: 1.1790 ... Generator Loss: 0.9159
Epoch 1/7... Discriminator Loss: 1.3365 ... Generator Loss: 0.6160
Epoch 1/7... Discriminator Loss: 1.2365 ... Generator Loss: 0.6273
Epoch 1/7... Discriminator Loss: 1.0262 ... Generator Loss: 0.9131
Epoch 1/7... Discriminator Loss: 1.0123 ... Generator Loss: 0.8140
Epoch 1/7... Discriminator Loss: 1.3248 ... Generator Loss: 1.7106
Epoch 1/7... Discriminator Loss: 1.0867 ... Generator Loss: 1.6032
Epoch 1/7... Discriminator Loss: 0.8655 ... Generator Loss: 0.9786
Epoch 1/7... Discriminator Loss: 0.9011 ... Generator Loss: 0.8989
Epoch 1/7... Discriminator Loss: 1.2860 ... Generator Loss: 0.5052
Epoch 1/7... Discriminator Loss: 1.0421 ... Generator Loss: 0.7570
Epoch 1/7... Discriminator Loss: 1.0042 ... Generator Loss: 0.7375
Epoch 1/7... Discriminator Loss: 1.2393 ... Generator Loss: 0.7769
Epoch 1/7... Discriminator Loss: 0.8344 ... Generator Loss: 1.2164
Epoch 1/7... Discriminator Loss: 1.3555 ... Generator Loss: 1.2161
Epoch 1/7... Discriminator Loss: 1.4455 ... Generator Loss: 1.6311
Epoch 1/7... Discriminator Loss: 1.2014 ... Generator Loss: 0.5688
Epoch 1/7... Discriminator Loss: 0.8829 ... Generator Loss: 1.0121
Epoch 1/7... Discriminator Loss: 0.7976 ... Generator Loss: 1.1412
Epoch 1/7... Discriminator Loss: 1.3387 ... Generator Loss: 0.4944
Epoch 1/7... Discriminator Loss: 1.2427 ... Generator Loss: 0.9242
Epoch 1/7... Discriminator Loss: 1.0594 ... Generator Loss: 0.8698
Epoch 1/7... Discriminator Loss: 1.2854 ... Generator Loss: 1.3488
Epoch 1/7... Discriminator Loss: 1.0513 ... Generator Loss: 0.8558
Epoch 1/7... Discriminator Loss: 1.2326 ... Generator Loss: 0.6633
Epoch 1/7... Discriminator Loss: 0.7576 ... Generator Loss: 1.5600
Epoch 1/7... Discriminator Loss: 1.2362 ... Generator Loss: 1.1909
Epoch 2/7... Discriminator Loss: 1.3297 ... Generator Loss: 0.5166
Epoch 2/7... Discriminator Loss: 0.7574 ... Generator Loss: 1.5711
Epoch 2/7... Discriminator Loss: 0.9177 ... Generator Loss: 2.7513
Epoch 2/7... Discriminator Loss: 1.1420 ... Generator Loss: 0.7428
Epoch 2/7... Discriminator Loss: 1.4721 ... Generator Loss: 0.4619
Epoch 2/7... Discriminator Loss: 0.7507 ... Generator Loss: 1.6287
Epoch 2/7... Discriminator Loss: 0.9065 ... Generator Loss: 0.9859
Epoch 2/7... Discriminator Loss: 1.5299 ... Generator Loss: 0.4301
Epoch 2/7... Discriminator Loss: 0.8839 ... Generator Loss: 0.8354
Epoch 2/7... Discriminator Loss: 1.1939 ... Generator Loss: 1.2503
Epoch 2/7... Discriminator Loss: 0.9267 ... Generator Loss: 0.8152
Epoch 2/7... Discriminator Loss: 1.1308 ... Generator Loss: 0.6845
Epoch 2/7... Discriminator Loss: 1.1037 ... Generator Loss: 0.7330
Epoch 2/7... Discriminator Loss: 0.8429 ... Generator Loss: 1.1132
Epoch 2/7... Discriminator Loss: 1.3649 ... Generator Loss: 0.4772
Epoch 2/7... Discriminator Loss: 1.7059 ... Generator Loss: 1.6158
Epoch 2/7... Discriminator Loss: 1.3082 ... Generator Loss: 0.5294
Epoch 2/7... Discriminator Loss: 1.0618 ... Generator Loss: 0.7933
Epoch 2/7... Discriminator Loss: 1.2679 ... Generator Loss: 0.4986
Epoch 2/7... Discriminator Loss: 0.9509 ... Generator Loss: 0.7936
Epoch 2/7... Discriminator Loss: 0.8517 ... Generator Loss: 1.2005
Epoch 2/7... Discriminator Loss: 1.7440 ... Generator Loss: 0.3055
Epoch 2/7... Discriminator Loss: 1.0007 ... Generator Loss: 1.1723
Epoch 2/7... Discriminator Loss: 0.8748 ... Generator Loss: 1.5397
Epoch 2/7... Discriminator Loss: 0.9746 ... Generator Loss: 1.0431
Epoch 2/7... Discriminator Loss: 0.9168 ... Generator Loss: 0.9816
Epoch 2/7... Discriminator Loss: 1.2442 ... Generator Loss: 1.2675
Epoch 2/7... Discriminator Loss: 1.1817 ... Generator Loss: 1.6455
Epoch 2/7... Discriminator Loss: 0.9191 ... Generator Loss: 0.9532
Epoch 2/7... Discriminator Loss: 0.9996 ... Generator Loss: 2.6717
Epoch 2/7... Discriminator Loss: 1.2777 ... Generator Loss: 1.6242
Epoch 2/7... Discriminator Loss: 0.8444 ... Generator Loss: 1.0297
Epoch 2/7... Discriminator Loss: 1.1491 ... Generator Loss: 0.9590
Epoch 2/7... Discriminator Loss: 0.8456 ... Generator Loss: 2.7700
Epoch 2/7... Discriminator Loss: 0.8765 ... Generator Loss: 1.0515
Epoch 2/7... Discriminator Loss: 2.3921 ... Generator Loss: 0.2729
Epoch 2/7... Discriminator Loss: 0.9068 ... Generator Loss: 2.0966
Epoch 2/7... Discriminator Loss: 1.3488 ... Generator Loss: 0.5179
Epoch 2/7... Discriminator Loss: 1.3381 ... Generator Loss: 0.5679
Epoch 2/7... Discriminator Loss: 1.2973 ... Generator Loss: 0.5424
Epoch 2/7... Discriminator Loss: 1.4315 ... Generator Loss: 0.4936
Epoch 2/7... Discriminator Loss: 1.1594 ... Generator Loss: 0.6535
Epoch 2/7... Discriminator Loss: 1.7656 ... Generator Loss: 0.3449
Epoch 2/7... Discriminator Loss: 1.4800 ... Generator Loss: 2.4834
Epoch 2/7... Discriminator Loss: 0.8994 ... Generator Loss: 1.4941
Epoch 2/7... Discriminator Loss: 1.5981 ... Generator Loss: 1.5059
Epoch 2/7... Discriminator Loss: 1.3065 ... Generator Loss: 2.0594
Epoch 2/7... Discriminator Loss: 0.7746 ... Generator Loss: 1.1050
Epoch 2/7... Discriminator Loss: 1.2899 ... Generator Loss: 1.2052
Epoch 2/7... Discriminator Loss: 0.9689 ... Generator Loss: 1.7032
Epoch 2/7... Discriminator Loss: 0.9500 ... Generator Loss: 1.1081
Epoch 2/7... Discriminator Loss: 1.1279 ... Generator Loss: 0.9041
Epoch 2/7... Discriminator Loss: 1.2344 ... Generator Loss: 1.4996
Epoch 2/7... Discriminator Loss: 0.9223 ... Generator Loss: 1.7311
Epoch 2/7... Discriminator Loss: 0.8464 ... Generator Loss: 1.0828
Epoch 2/7... Discriminator Loss: 1.2931 ... Generator Loss: 0.6341
Epoch 2/7... Discriminator Loss: 1.0779 ... Generator Loss: 1.4103
Epoch 2/7... Discriminator Loss: 0.7780 ... Generator Loss: 2.0452
Epoch 2/7... Discriminator Loss: 1.3566 ... Generator Loss: 0.5077
Epoch 2/7... Discriminator Loss: 1.5876 ... Generator Loss: 0.4763
Epoch 2/7... Discriminator Loss: 1.8282 ... Generator Loss: 2.2051
Epoch 2/7... Discriminator Loss: 0.8255 ... Generator Loss: 1.0759
Epoch 2/7... Discriminator Loss: 1.2678 ... Generator Loss: 0.7148
Epoch 2/7... Discriminator Loss: 1.0125 ... Generator Loss: 0.7888
Epoch 2/7... Discriminator Loss: 0.7541 ... Generator Loss: 1.7779
Epoch 2/7... Discriminator Loss: 1.0667 ... Generator Loss: 1.5716
Epoch 2/7... Discriminator Loss: 1.3466 ... Generator Loss: 0.7375
Epoch 2/7... Discriminator Loss: 0.4442 ... Generator Loss: 2.2364
Epoch 2/7... Discriminator Loss: 0.7416 ... Generator Loss: 1.8995
Epoch 2/7... Discriminator Loss: 0.7176 ... Generator Loss: 1.8202
Epoch 2/7... Discriminator Loss: 1.0536 ... Generator Loss: 1.1365
Epoch 2/7... Discriminator Loss: 0.7039 ... Generator Loss: 1.7536
Epoch 2/7... Discriminator Loss: 2.2700 ... Generator Loss: 2.9238
Epoch 2/7... Discriminator Loss: 0.8962 ... Generator Loss: 1.0809
Epoch 2/7... Discriminator Loss: 0.5994 ... Generator Loss: 1.6038
Epoch 2/7... Discriminator Loss: 1.1831 ... Generator Loss: 1.3211
Epoch 2/7... Discriminator Loss: 1.2556 ... Generator Loss: 0.6103
Epoch 2/7... Discriminator Loss: 0.9186 ... Generator Loss: 1.9137
Epoch 2/7... Discriminator Loss: 0.7543 ... Generator Loss: 1.3935
Epoch 2/7... Discriminator Loss: 0.7906 ... Generator Loss: 0.8955
Epoch 2/7... Discriminator Loss: 0.5160 ... Generator Loss: 1.9826
Epoch 2/7... Discriminator Loss: 1.2232 ... Generator Loss: 0.6374
Epoch 2/7... Discriminator Loss: 0.4881 ... Generator Loss: 2.2109
Epoch 2/7... Discriminator Loss: 1.0440 ... Generator Loss: 2.8178
Epoch 2/7... Discriminator Loss: 1.0572 ... Generator Loss: 0.5981
Epoch 2/7... Discriminator Loss: 0.8259 ... Generator Loss: 2.6955
Epoch 2/7... Discriminator Loss: 0.7833 ... Generator Loss: 1.7234
Epoch 2/7... Discriminator Loss: 1.7577 ... Generator Loss: 0.3154
Epoch 2/7... Discriminator Loss: 0.6497 ... Generator Loss: 1.4387
Epoch 2/7... Discriminator Loss: 0.9931 ... Generator Loss: 1.0858
Epoch 2/7... Discriminator Loss: 1.0763 ... Generator Loss: 0.6319
Epoch 2/7... Discriminator Loss: 0.6598 ... Generator Loss: 1.5651
Epoch 2/7... Discriminator Loss: 1.1255 ... Generator Loss: 0.9035
Epoch 2/7... Discriminator Loss: 0.7785 ... Generator Loss: 1.5174
Epoch 2/7... Discriminator Loss: 0.8179 ... Generator Loss: 1.2887
Epoch 2/7... Discriminator Loss: 1.9749 ... Generator Loss: 3.0034
Epoch 2/7... Discriminator Loss: 0.4176 ... Generator Loss: 2.2687
Epoch 2/7... Discriminator Loss: 1.3511 ... Generator Loss: 0.5053
Epoch 2/7... Discriminator Loss: 0.4237 ... Generator Loss: 1.6286
Epoch 2/7... Discriminator Loss: 0.4945 ... Generator Loss: 2.4730
Epoch 2/7... Discriminator Loss: 0.9971 ... Generator Loss: 0.8884
Epoch 2/7... Discriminator Loss: 0.6381 ... Generator Loss: 1.4314
Epoch 2/7... Discriminator Loss: 0.7798 ... Generator Loss: 1.0664
Epoch 2/7... Discriminator Loss: 0.4647 ... Generator Loss: 2.5439
Epoch 2/7... Discriminator Loss: 0.8121 ... Generator Loss: 1.2420
Epoch 2/7... Discriminator Loss: 1.0380 ... Generator Loss: 0.6456
Epoch 2/7... Discriminator Loss: 0.6022 ... Generator Loss: 1.9418
Epoch 2/7... Discriminator Loss: 0.5727 ... Generator Loss: 1.6690
Epoch 2/7... Discriminator Loss: 1.1744 ... Generator Loss: 0.8524
Epoch 2/7... Discriminator Loss: 0.4662 ... Generator Loss: 2.3038
Epoch 2/7... Discriminator Loss: 0.4484 ... Generator Loss: 2.0115
Epoch 2/7... Discriminator Loss: 0.8128 ... Generator Loss: 1.3284
Epoch 2/7... Discriminator Loss: 0.6481 ... Generator Loss: 2.7956
Epoch 2/7... Discriminator Loss: 1.0026 ... Generator Loss: 0.8548
Epoch 2/7... Discriminator Loss: 0.8717 ... Generator Loss: 1.0537
Epoch 2/7... Discriminator Loss: 2.4054 ... Generator Loss: 2.4351
Epoch 2/7... Discriminator Loss: 1.0356 ... Generator Loss: 0.8834
Epoch 2/7... Discriminator Loss: 1.0611 ... Generator Loss: 0.7263
Epoch 2/7... Discriminator Loss: 0.3884 ... Generator Loss: 2.1575
Epoch 2/7... Discriminator Loss: 0.4526 ... Generator Loss: 2.5199
Epoch 2/7... Discriminator Loss: 2.0907 ... Generator Loss: 0.2893
Epoch 2/7... Discriminator Loss: 1.5858 ... Generator Loss: 0.4051
Epoch 2/7... Discriminator Loss: 2.4060 ... Generator Loss: 2.7611
Epoch 2/7... Discriminator Loss: 1.5027 ... Generator Loss: 2.2185
Epoch 2/7... Discriminator Loss: 1.6849 ... Generator Loss: 0.4453
Epoch 2/7... Discriminator Loss: 1.6281 ... Generator Loss: 0.3679
Epoch 2/7... Discriminator Loss: 1.5507 ... Generator Loss: 0.3909
Epoch 2/7... Discriminator Loss: 1.0018 ... Generator Loss: 0.8456
Epoch 2/7... Discriminator Loss: 0.7870 ... Generator Loss: 0.9317
Epoch 2/7... Discriminator Loss: 1.3476 ... Generator Loss: 0.4887
Epoch 2/7... Discriminator Loss: 1.4648 ... Generator Loss: 0.4346
Epoch 2/7... Discriminator Loss: 1.2183 ... Generator Loss: 0.6312
Epoch 2/7... Discriminator Loss: 0.6884 ... Generator Loss: 1.2109
Epoch 2/7... Discriminator Loss: 1.4384 ... Generator Loss: 0.6764
Epoch 2/7... Discriminator Loss: 1.6814 ... Generator Loss: 0.3498
Epoch 2/7... Discriminator Loss: 1.2069 ... Generator Loss: 0.7021
Epoch 2/7... Discriminator Loss: 1.5547 ... Generator Loss: 0.4540
Epoch 2/7... Discriminator Loss: 1.4903 ... Generator Loss: 0.4471
Epoch 2/7... Discriminator Loss: 1.3366 ... Generator Loss: 0.6315
Epoch 2/7... Discriminator Loss: 1.1586 ... Generator Loss: 1.6466
Epoch 2/7... Discriminator Loss: 1.6368 ... Generator Loss: 1.5063
Epoch 2/7... Discriminator Loss: 1.1954 ... Generator Loss: 1.5267
Epoch 2/7... Discriminator Loss: 1.1440 ... Generator Loss: 0.7264
Epoch 2/7... Discriminator Loss: 0.9658 ... Generator Loss: 2.1155
Epoch 2/7... Discriminator Loss: 1.2823 ... Generator Loss: 1.0929
Epoch 2/7... Discriminator Loss: 1.0688 ... Generator Loss: 1.0616
Epoch 2/7... Discriminator Loss: 1.0183 ... Generator Loss: 1.6344
Epoch 2/7... Discriminator Loss: 1.0458 ... Generator Loss: 1.4315
Epoch 2/7... Discriminator Loss: 1.2746 ... Generator Loss: 1.9230
Epoch 2/7... Discriminator Loss: 0.8866 ... Generator Loss: 1.0367
Epoch 2/7... Discriminator Loss: 0.6872 ... Generator Loss: 1.3844
Epoch 2/7... Discriminator Loss: 1.6657 ... Generator Loss: 1.5636
Epoch 2/7... Discriminator Loss: 1.1090 ... Generator Loss: 0.9024
Epoch 2/7... Discriminator Loss: 1.3813 ... Generator Loss: 0.4763
Epoch 2/7... Discriminator Loss: 0.7855 ... Generator Loss: 1.3497
Epoch 2/7... Discriminator Loss: 1.3227 ... Generator Loss: 1.4730
Epoch 2/7... Discriminator Loss: 1.2630 ... Generator Loss: 0.8177
Epoch 2/7... Discriminator Loss: 1.1612 ... Generator Loss: 1.1950
Epoch 2/7... Discriminator Loss: 1.3213 ... Generator Loss: 0.5551
Epoch 2/7... Discriminator Loss: 1.4860 ... Generator Loss: 1.4372
Epoch 2/7... Discriminator Loss: 1.1139 ... Generator Loss: 1.1078
Epoch 2/7... Discriminator Loss: 1.2770 ... Generator Loss: 0.7496
Epoch 2/7... Discriminator Loss: 1.7501 ... Generator Loss: 0.3621
Epoch 2/7... Discriminator Loss: 1.4164 ... Generator Loss: 0.4531
Epoch 2/7... Discriminator Loss: 0.9970 ... Generator Loss: 1.6418
Epoch 2/7... Discriminator Loss: 1.1499 ... Generator Loss: 0.9986
Epoch 2/7... Discriminator Loss: 1.2647 ... Generator Loss: 0.7700
Epoch 2/7... Discriminator Loss: 1.2958 ... Generator Loss: 0.6079
Epoch 2/7... Discriminator Loss: 0.6836 ... Generator Loss: 1.2461
Epoch 2/7... Discriminator Loss: 1.2978 ... Generator Loss: 1.3864
Epoch 2/7... Discriminator Loss: 1.3000 ... Generator Loss: 1.5319
Epoch 2/7... Discriminator Loss: 0.9714 ... Generator Loss: 1.4155
Epoch 2/7... Discriminator Loss: 1.1091 ... Generator Loss: 0.7400
Epoch 2/7... Discriminator Loss: 1.1697 ... Generator Loss: 1.6470
Epoch 2/7... Discriminator Loss: 1.3451 ... Generator Loss: 0.6300
Epoch 2/7... Discriminator Loss: 1.4309 ... Generator Loss: 1.5869
Epoch 2/7... Discriminator Loss: 1.5691 ... Generator Loss: 0.4115
Epoch 2/7... Discriminator Loss: 1.0801 ... Generator Loss: 0.7969
Epoch 2/7... Discriminator Loss: 1.1678 ... Generator Loss: 0.6579
Epoch 2/7... Discriminator Loss: 1.6706 ... Generator Loss: 0.3721
Epoch 2/7... Discriminator Loss: 1.0655 ... Generator Loss: 0.8119
Epoch 2/7... Discriminator Loss: 0.8367 ... Generator Loss: 0.9899
Epoch 2/7... Discriminator Loss: 1.2126 ... Generator Loss: 0.5439
Epoch 2/7... Discriminator Loss: 1.4781 ... Generator Loss: 0.4229
Epoch 2/7... Discriminator Loss: 1.1837 ... Generator Loss: 0.6005
Epoch 2/7... Discriminator Loss: 0.7105 ... Generator Loss: 1.5216
Epoch 2/7... Discriminator Loss: 1.0856 ... Generator Loss: 2.1071
Epoch 2/7... Discriminator Loss: 0.6550 ... Generator Loss: 2.6360
Epoch 2/7... Discriminator Loss: 1.3127 ... Generator Loss: 1.1285
Epoch 2/7... Discriminator Loss: 0.7792 ... Generator Loss: 1.1678
Epoch 2/7... Discriminator Loss: 1.2060 ... Generator Loss: 2.8779
Epoch 2/7... Discriminator Loss: 1.1887 ... Generator Loss: 1.2971
Epoch 2/7... Discriminator Loss: 1.1076 ... Generator Loss: 0.9772
Epoch 2/7... Discriminator Loss: 1.4796 ... Generator Loss: 0.4329
Epoch 2/7... Discriminator Loss: 1.0838 ... Generator Loss: 1.3958
Epoch 2/7... Discriminator Loss: 0.8006 ... Generator Loss: 1.2060
Epoch 2/7... Discriminator Loss: 0.7203 ... Generator Loss: 1.5145
Epoch 2/7... Discriminator Loss: 1.1002 ... Generator Loss: 1.6703
Epoch 2/7... Discriminator Loss: 1.4594 ... Generator Loss: 0.4783
Epoch 2/7... Discriminator Loss: 1.3248 ... Generator Loss: 1.1170
Epoch 2/7... Discriminator Loss: 1.3596 ... Generator Loss: 1.8439
Epoch 2/7... Discriminator Loss: 1.1940 ... Generator Loss: 0.9486
Epoch 2/7... Discriminator Loss: 1.7232 ... Generator Loss: 0.3040
Epoch 2/7... Discriminator Loss: 1.4623 ... Generator Loss: 0.4474
Epoch 2/7... Discriminator Loss: 1.2201 ... Generator Loss: 0.6186
Epoch 2/7... Discriminator Loss: 0.7393 ... Generator Loss: 1.7439
Epoch 2/7... Discriminator Loss: 1.2402 ... Generator Loss: 1.0679
Epoch 2/7... Discriminator Loss: 1.5174 ... Generator Loss: 0.3670
Epoch 2/7... Discriminator Loss: 1.2186 ... Generator Loss: 0.5433
Epoch 2/7... Discriminator Loss: 1.2596 ... Generator Loss: 0.6028
Epoch 2/7... Discriminator Loss: 1.1861 ... Generator Loss: 1.3159
Epoch 2/7... Discriminator Loss: 0.9811 ... Generator Loss: 0.7378
Epoch 2/7... Discriminator Loss: 0.8080 ... Generator Loss: 1.2663
Epoch 2/7... Discriminator Loss: 1.4525 ... Generator Loss: 0.4805
Epoch 2/7... Discriminator Loss: 1.1602 ... Generator Loss: 1.3576
Epoch 2/7... Discriminator Loss: 0.9163 ... Generator Loss: 1.1890
Epoch 2/7... Discriminator Loss: 1.1136 ... Generator Loss: 0.8441
Epoch 2/7... Discriminator Loss: 0.8156 ... Generator Loss: 1.4163
Epoch 2/7... Discriminator Loss: 1.2520 ... Generator Loss: 0.8803
Epoch 2/7... Discriminator Loss: 0.9568 ... Generator Loss: 1.1321
Epoch 2/7... Discriminator Loss: 1.2102 ... Generator Loss: 1.2639
Epoch 2/7... Discriminator Loss: 1.0502 ... Generator Loss: 1.5608
Epoch 2/7... Discriminator Loss: 1.2544 ... Generator Loss: 0.6415
Epoch 2/7... Discriminator Loss: 1.0161 ... Generator Loss: 0.8430
Epoch 2/7... Discriminator Loss: 1.7456 ... Generator Loss: 0.3165
Epoch 2/7... Discriminator Loss: 1.4003 ... Generator Loss: 1.3414
Epoch 2/7... Discriminator Loss: 1.4224 ... Generator Loss: 0.4712
Epoch 2/7... Discriminator Loss: 1.7233 ... Generator Loss: 1.5814
Epoch 2/7... Discriminator Loss: 1.0118 ... Generator Loss: 0.9054
Epoch 2/7... Discriminator Loss: 1.8567 ... Generator Loss: 1.8956
Epoch 2/7... Discriminator Loss: 1.0638 ... Generator Loss: 0.9062
Epoch 2/7... Discriminator Loss: 1.1126 ... Generator Loss: 0.9119
Epoch 2/7... Discriminator Loss: 1.0347 ... Generator Loss: 0.8602
Epoch 2/7... Discriminator Loss: 1.1870 ... Generator Loss: 1.0900
Epoch 2/7... Discriminator Loss: 1.5850 ... Generator Loss: 0.3750
Epoch 2/7... Discriminator Loss: 0.8473 ... Generator Loss: 1.0411
Epoch 2/7... Discriminator Loss: 1.4764 ... Generator Loss: 0.4202
Epoch 2/7... Discriminator Loss: 1.3924 ... Generator Loss: 0.5303
Epoch 2/7... Discriminator Loss: 1.7172 ... Generator Loss: 0.2947
Epoch 2/7... Discriminator Loss: 1.3041 ... Generator Loss: 0.5013
Epoch 2/7... Discriminator Loss: 1.3770 ... Generator Loss: 1.3582
Epoch 2/7... Discriminator Loss: 1.2777 ... Generator Loss: 1.0874
Epoch 2/7... Discriminator Loss: 1.1841 ... Generator Loss: 0.6748
Epoch 2/7... Discriminator Loss: 1.3826 ... Generator Loss: 1.2126
Epoch 2/7... Discriminator Loss: 1.1497 ... Generator Loss: 0.6863
Epoch 2/7... Discriminator Loss: 1.5039 ... Generator Loss: 1.7694
Epoch 2/7... Discriminator Loss: 1.2664 ... Generator Loss: 1.0510
Epoch 2/7... Discriminator Loss: 1.3938 ... Generator Loss: 0.5076
Epoch 2/7... Discriminator Loss: 1.2138 ... Generator Loss: 1.4185
Epoch 2/7... Discriminator Loss: 1.2443 ... Generator Loss: 1.1729
Epoch 2/7... Discriminator Loss: 1.4295 ... Generator Loss: 1.3113
Epoch 2/7... Discriminator Loss: 1.2226 ... Generator Loss: 0.5476
Epoch 2/7... Discriminator Loss: 1.2140 ... Generator Loss: 1.4249
Epoch 2/7... Discriminator Loss: 1.1391 ... Generator Loss: 0.6533
Epoch 2/7... Discriminator Loss: 1.2787 ... Generator Loss: 0.6783
Epoch 2/7... Discriminator Loss: 1.1565 ... Generator Loss: 0.6276
Epoch 2/7... Discriminator Loss: 1.4109 ... Generator Loss: 0.4395
Epoch 2/7... Discriminator Loss: 1.4762 ... Generator Loss: 0.3647
Epoch 2/7... Discriminator Loss: 0.9385 ... Generator Loss: 1.1726
Epoch 2/7... Discriminator Loss: 1.2590 ... Generator Loss: 1.8813
Epoch 2/7... Discriminator Loss: 1.5800 ... Generator Loss: 0.4364
Epoch 2/7... Discriminator Loss: 1.1421 ... Generator Loss: 1.0559
Epoch 2/7... Discriminator Loss: 0.8498 ... Generator Loss: 1.2878
Epoch 2/7... Discriminator Loss: 1.2335 ... Generator Loss: 0.6269
Epoch 2/7... Discriminator Loss: 1.4248 ... Generator Loss: 0.5358
Epoch 2/7... Discriminator Loss: 1.5577 ... Generator Loss: 1.4821
Epoch 2/7... Discriminator Loss: 1.3074 ... Generator Loss: 0.5674
Epoch 2/7... Discriminator Loss: 1.3927 ... Generator Loss: 0.4308
Epoch 2/7... Discriminator Loss: 0.8529 ... Generator Loss: 1.3773
Epoch 2/7... Discriminator Loss: 1.2576 ... Generator Loss: 0.6680
Epoch 2/7... Discriminator Loss: 1.3447 ... Generator Loss: 1.2108
Epoch 2/7... Discriminator Loss: 0.8814 ... Generator Loss: 1.0980
Epoch 2/7... Discriminator Loss: 1.3853 ... Generator Loss: 0.6045
Epoch 2/7... Discriminator Loss: 1.0816 ... Generator Loss: 1.0667
Epoch 2/7... Discriminator Loss: 1.5578 ... Generator Loss: 0.3777
Epoch 2/7... Discriminator Loss: 0.8527 ... Generator Loss: 1.1769
Epoch 2/7... Discriminator Loss: 1.1723 ... Generator Loss: 1.1103
Epoch 2/7... Discriminator Loss: 1.6164 ... Generator Loss: 1.3539
Epoch 2/7... Discriminator Loss: 1.1614 ... Generator Loss: 0.9156
Epoch 2/7... Discriminator Loss: 1.1311 ... Generator Loss: 0.9886
Epoch 2/7... Discriminator Loss: 1.2400 ... Generator Loss: 1.0177
Epoch 2/7... Discriminator Loss: 1.1045 ... Generator Loss: 0.9294
Epoch 2/7... Discriminator Loss: 0.9247 ... Generator Loss: 1.5255
Epoch 2/7... Discriminator Loss: 1.2118 ... Generator Loss: 1.2793
Epoch 2/7... Discriminator Loss: 1.1385 ... Generator Loss: 0.6767
Epoch 2/7... Discriminator Loss: 1.4865 ... Generator Loss: 0.4074
Epoch 2/7... Discriminator Loss: 1.3664 ... Generator Loss: 0.6185
Epoch 2/7... Discriminator Loss: 0.9822 ... Generator Loss: 1.4661
Epoch 2/7... Discriminator Loss: 1.3271 ... Generator Loss: 0.6298
Epoch 2/7... Discriminator Loss: 1.0021 ... Generator Loss: 0.8068
Epoch 2/7... Discriminator Loss: 0.9371 ... Generator Loss: 1.3259
Epoch 2/7... Discriminator Loss: 1.2619 ... Generator Loss: 0.9166
Epoch 2/7... Discriminator Loss: 1.1168 ... Generator Loss: 0.8018
Epoch 2/7... Discriminator Loss: 1.4542 ... Generator Loss: 0.5318
Epoch 2/7... Discriminator Loss: 0.9491 ... Generator Loss: 1.2245
Epoch 2/7... Discriminator Loss: 1.1866 ... Generator Loss: 0.8397
Epoch 2/7... Discriminator Loss: 1.2415 ... Generator Loss: 0.5753
Epoch 2/7... Discriminator Loss: 1.4141 ... Generator Loss: 0.4137
Epoch 2/7... Discriminator Loss: 0.9242 ... Generator Loss: 1.1356
Epoch 2/7... Discriminator Loss: 0.8416 ... Generator Loss: 1.4850
Epoch 2/7... Discriminator Loss: 1.5179 ... Generator Loss: 0.4393
Epoch 2/7... Discriminator Loss: 1.1187 ... Generator Loss: 0.9889
Epoch 2/7... Discriminator Loss: 1.0135 ... Generator Loss: 0.9513
Epoch 2/7... Discriminator Loss: 1.1436 ... Generator Loss: 0.6981
Epoch 2/7... Discriminator Loss: 1.5354 ... Generator Loss: 0.3558
Epoch 2/7... Discriminator Loss: 1.0799 ... Generator Loss: 0.6638
Epoch 2/7... Discriminator Loss: 0.8315 ... Generator Loss: 1.6795
Epoch 2/7... Discriminator Loss: 0.9125 ... Generator Loss: 2.2919
Epoch 2/7... Discriminator Loss: 1.1857 ... Generator Loss: 1.1558
Epoch 2/7... Discriminator Loss: 1.3487 ... Generator Loss: 1.3137
Epoch 2/7... Discriminator Loss: 1.1046 ... Generator Loss: 1.4384
Epoch 2/7... Discriminator Loss: 1.4385 ... Generator Loss: 0.4844
Epoch 2/7... Discriminator Loss: 1.0766 ... Generator Loss: 0.8584
Epoch 2/7... Discriminator Loss: 1.0716 ... Generator Loss: 0.6976
Epoch 2/7... Discriminator Loss: 1.2074 ... Generator Loss: 1.8146
Epoch 2/7... Discriminator Loss: 1.2772 ... Generator Loss: 0.9516
Epoch 2/7... Discriminator Loss: 1.3178 ... Generator Loss: 1.0101
Epoch 3/7... Discriminator Loss: 1.0482 ... Generator Loss: 0.9936
Epoch 3/7... Discriminator Loss: 1.1683 ... Generator Loss: 1.1590
Epoch 3/7... Discriminator Loss: 1.3435 ... Generator Loss: 1.2100
Epoch 3/7... Discriminator Loss: 1.4658 ... Generator Loss: 0.5042
Epoch 3/7... Discriminator Loss: 0.9093 ... Generator Loss: 1.4324
Epoch 3/7... Discriminator Loss: 0.6897 ... Generator Loss: 1.2848
Epoch 3/7... Discriminator Loss: 1.2509 ... Generator Loss: 0.9658
Epoch 3/7... Discriminator Loss: 1.2977 ... Generator Loss: 0.9808
Epoch 3/7... Discriminator Loss: 1.3976 ... Generator Loss: 1.3714
Epoch 3/7... Discriminator Loss: 1.2391 ... Generator Loss: 1.2793
Epoch 3/7... Discriminator Loss: 0.8359 ... Generator Loss: 1.1697
Epoch 3/7... Discriminator Loss: 1.2807 ... Generator Loss: 1.0214
Epoch 3/7... Discriminator Loss: 1.3925 ... Generator Loss: 0.5567
Epoch 3/7... Discriminator Loss: 1.2314 ... Generator Loss: 1.4272
Epoch 3/7... Discriminator Loss: 1.4787 ... Generator Loss: 0.4795
Epoch 3/7... Discriminator Loss: 1.7779 ... Generator Loss: 0.3274
Epoch 3/7... Discriminator Loss: 1.4158 ... Generator Loss: 1.4469
Epoch 3/7... Discriminator Loss: 1.2533 ... Generator Loss: 0.5888
Epoch 3/7... Discriminator Loss: 1.1087 ... Generator Loss: 0.7928
Epoch 3/7... Discriminator Loss: 1.4142 ... Generator Loss: 0.5201
Epoch 3/7... Discriminator Loss: 1.1036 ... Generator Loss: 0.9542
Epoch 3/7... Discriminator Loss: 1.1001 ... Generator Loss: 0.6747
Epoch 3/7... Discriminator Loss: 1.3777 ... Generator Loss: 1.2474
Epoch 3/7... Discriminator Loss: 1.1661 ... Generator Loss: 0.7652
Epoch 3/7... Discriminator Loss: 0.9836 ... Generator Loss: 0.9185
Epoch 3/7... Discriminator Loss: 1.3162 ... Generator Loss: 0.8112
Epoch 3/7... Discriminator Loss: 1.4500 ... Generator Loss: 1.3364
Epoch 3/7... Discriminator Loss: 1.0727 ... Generator Loss: 0.8802
Epoch 3/7... Discriminator Loss: 1.4302 ... Generator Loss: 0.4993
Epoch 3/7... Discriminator Loss: 0.8685 ... Generator Loss: 0.9999
Epoch 3/7... Discriminator Loss: 1.3241 ... Generator Loss: 0.5124
Epoch 3/7... Discriminator Loss: 1.2518 ... Generator Loss: 0.9977
Epoch 3/7... Discriminator Loss: 1.6300 ... Generator Loss: 1.3340
Epoch 3/7... Discriminator Loss: 1.0459 ... Generator Loss: 1.1733
Epoch 3/7... Discriminator Loss: 0.8630 ... Generator Loss: 1.3440
Epoch 3/7... Discriminator Loss: 0.9402 ... Generator Loss: 1.0166
Epoch 3/7... Discriminator Loss: 1.1573 ... Generator Loss: 0.9734
Epoch 3/7... Discriminator Loss: 1.2360 ... Generator Loss: 1.3918
Epoch 3/7... Discriminator Loss: 1.2630 ... Generator Loss: 0.6571
Epoch 3/7... Discriminator Loss: 1.1518 ... Generator Loss: 1.0286
Epoch 3/7... Discriminator Loss: 1.2680 ... Generator Loss: 1.1026
Epoch 3/7... Discriminator Loss: 0.9571 ... Generator Loss: 1.4917
Epoch 3/7... Discriminator Loss: 1.3566 ... Generator Loss: 1.3340
Epoch 3/7... Discriminator Loss: 1.2928 ... Generator Loss: 0.5777
Epoch 3/7... Discriminator Loss: 1.1359 ... Generator Loss: 0.7482
Epoch 3/7... Discriminator Loss: 1.3441 ... Generator Loss: 0.7217
Epoch 3/7... Discriminator Loss: 1.2481 ... Generator Loss: 0.7891
Epoch 3/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.6677
Epoch 3/7... Discriminator Loss: 1.3758 ... Generator Loss: 0.5045
Epoch 3/7... Discriminator Loss: 1.1391 ... Generator Loss: 0.6318
Epoch 3/7... Discriminator Loss: 1.2924 ... Generator Loss: 1.5012
Epoch 3/7... Discriminator Loss: 1.1950 ... Generator Loss: 1.3061
Epoch 3/7... Discriminator Loss: 1.2725 ... Generator Loss: 1.1431
Epoch 3/7... Discriminator Loss: 1.1027 ... Generator Loss: 0.8067
Epoch 3/7... Discriminator Loss: 1.2343 ... Generator Loss: 1.3581
Epoch 3/7... Discriminator Loss: 1.2316 ... Generator Loss: 0.7007
Epoch 3/7... Discriminator Loss: 0.7546 ... Generator Loss: 1.4992
Epoch 3/7... Discriminator Loss: 1.2249 ... Generator Loss: 1.1759
Epoch 3/7... Discriminator Loss: 1.0353 ... Generator Loss: 1.1677
Epoch 3/7... Discriminator Loss: 1.0741 ... Generator Loss: 0.9056
Epoch 3/7... Discriminator Loss: 1.4570 ... Generator Loss: 1.3712
Epoch 3/7... Discriminator Loss: 1.0556 ... Generator Loss: 1.0269
Epoch 3/7... Discriminator Loss: 1.3794 ... Generator Loss: 1.0199
Epoch 3/7... Discriminator Loss: 1.1458 ... Generator Loss: 1.6151
Epoch 3/7... Discriminator Loss: 1.2505 ... Generator Loss: 0.5564
Epoch 3/7... Discriminator Loss: 1.4313 ... Generator Loss: 0.4502
Epoch 3/7... Discriminator Loss: 1.0741 ... Generator Loss: 1.3279
Epoch 3/7... Discriminator Loss: 1.6072 ... Generator Loss: 0.3419
Epoch 3/7... Discriminator Loss: 1.3756 ... Generator Loss: 0.5508
Epoch 3/7... Discriminator Loss: 1.0234 ... Generator Loss: 0.9484
Epoch 3/7... Discriminator Loss: 1.2638 ... Generator Loss: 1.0517
Epoch 3/7... Discriminator Loss: 1.2455 ... Generator Loss: 0.8629
Epoch 3/7... Discriminator Loss: 1.0789 ... Generator Loss: 0.7638
Epoch 3/7... Discriminator Loss: 1.0754 ... Generator Loss: 0.7713
Epoch 3/7... Discriminator Loss: 1.4206 ... Generator Loss: 0.5383
Epoch 3/7... Discriminator Loss: 0.9542 ... Generator Loss: 1.4530
Epoch 3/7... Discriminator Loss: 1.1021 ... Generator Loss: 0.7476
Epoch 3/7... Discriminator Loss: 1.2155 ... Generator Loss: 0.5627
Epoch 3/7... Discriminator Loss: 1.1604 ... Generator Loss: 0.7034
Epoch 3/7... Discriminator Loss: 1.3868 ... Generator Loss: 0.5320
Epoch 3/7... Discriminator Loss: 1.2516 ... Generator Loss: 0.6285
Epoch 3/7... Discriminator Loss: 1.0478 ... Generator Loss: 0.7725
Epoch 3/7... Discriminator Loss: 1.2897 ... Generator Loss: 1.3877
Epoch 3/7... Discriminator Loss: 1.1622 ... Generator Loss: 0.9802
Epoch 3/7... Discriminator Loss: 1.2807 ... Generator Loss: 0.5997
Epoch 3/7... Discriminator Loss: 1.1161 ... Generator Loss: 0.5720
Epoch 3/7... Discriminator Loss: 0.8632 ... Generator Loss: 1.2449
Epoch 3/7... Discriminator Loss: 1.0475 ... Generator Loss: 1.1084
Epoch 3/7... Discriminator Loss: 1.3813 ... Generator Loss: 0.5218
Epoch 3/7... Discriminator Loss: 1.1706 ... Generator Loss: 0.5949
Epoch 3/7... Discriminator Loss: 1.3043 ... Generator Loss: 0.4913
Epoch 3/7... Discriminator Loss: 1.1119 ... Generator Loss: 0.7412
Epoch 3/7... Discriminator Loss: 0.8960 ... Generator Loss: 1.3905
Epoch 3/7... Discriminator Loss: 1.4015 ... Generator Loss: 1.4728
Epoch 3/7... Discriminator Loss: 1.2728 ... Generator Loss: 0.6664
Epoch 3/7... Discriminator Loss: 1.1462 ... Generator Loss: 1.1617
Epoch 3/7... Discriminator Loss: 1.1513 ... Generator Loss: 0.7247
Epoch 3/7... Discriminator Loss: 0.9760 ... Generator Loss: 1.0161
Epoch 3/7... Discriminator Loss: 1.3740 ... Generator Loss: 0.5172
Epoch 3/7... Discriminator Loss: 1.0859 ... Generator Loss: 0.7982
Epoch 3/7... Discriminator Loss: 1.3132 ... Generator Loss: 0.6290
Epoch 3/7... Discriminator Loss: 1.4472 ... Generator Loss: 0.4756
Epoch 3/7... Discriminator Loss: 1.1989 ... Generator Loss: 0.5403
Epoch 3/7... Discriminator Loss: 1.5866 ... Generator Loss: 1.8603
Epoch 3/7... Discriminator Loss: 0.9782 ... Generator Loss: 1.0036
Epoch 3/7... Discriminator Loss: 1.1990 ... Generator Loss: 1.0066
Epoch 3/7... Discriminator Loss: 1.1393 ... Generator Loss: 0.7197
Epoch 3/7... Discriminator Loss: 0.9621 ... Generator Loss: 0.9717
Epoch 3/7... Discriminator Loss: 1.6304 ... Generator Loss: 0.3255
Epoch 3/7... Discriminator Loss: 0.9216 ... Generator Loss: 1.1066
Epoch 3/7... Discriminator Loss: 1.3187 ... Generator Loss: 1.2794
Epoch 3/7... Discriminator Loss: 1.1642 ... Generator Loss: 0.8226
Epoch 3/7... Discriminator Loss: 1.3828 ... Generator Loss: 0.5267
Epoch 3/7... Discriminator Loss: 1.4793 ... Generator Loss: 0.4541
Epoch 3/7... Discriminator Loss: 1.3382 ... Generator Loss: 0.6244
Epoch 3/7... Discriminator Loss: 1.2532 ... Generator Loss: 1.0104
Epoch 3/7... Discriminator Loss: 1.2550 ... Generator Loss: 1.0653
Epoch 3/7... Discriminator Loss: 1.2726 ... Generator Loss: 0.9537
Epoch 3/7... Discriminator Loss: 1.3199 ... Generator Loss: 1.0345
Epoch 3/7... Discriminator Loss: 1.2335 ... Generator Loss: 0.5092
Epoch 3/7... Discriminator Loss: 1.2755 ... Generator Loss: 0.6805
Epoch 3/7... Discriminator Loss: 1.4870 ... Generator Loss: 0.4622
Epoch 3/7... Discriminator Loss: 1.1473 ... Generator Loss: 0.9525
Epoch 3/7... Discriminator Loss: 1.2544 ... Generator Loss: 0.9533
Epoch 3/7... Discriminator Loss: 0.9578 ... Generator Loss: 0.9809
Epoch 3/7... Discriminator Loss: 1.2422 ... Generator Loss: 0.6882
Epoch 3/7... Discriminator Loss: 1.3863 ... Generator Loss: 0.5866
Epoch 3/7... Discriminator Loss: 1.1806 ... Generator Loss: 0.8446
Epoch 3/7... Discriminator Loss: 1.2606 ... Generator Loss: 1.0131
Epoch 3/7... Discriminator Loss: 1.3188 ... Generator Loss: 1.1988
Epoch 3/7... Discriminator Loss: 1.0716 ... Generator Loss: 0.9127
Epoch 3/7... Discriminator Loss: 1.0112 ... Generator Loss: 1.1082
Epoch 3/7... Discriminator Loss: 1.2573 ... Generator Loss: 0.6067
Epoch 3/7... Discriminator Loss: 1.3107 ... Generator Loss: 0.4768
Epoch 3/7... Discriminator Loss: 1.3588 ... Generator Loss: 0.4924
Epoch 3/7... Discriminator Loss: 1.0537 ... Generator Loss: 0.9726
Epoch 3/7... Discriminator Loss: 1.2084 ... Generator Loss: 1.4937
Epoch 3/7... Discriminator Loss: 1.2252 ... Generator Loss: 0.8307
Epoch 3/7... Discriminator Loss: 1.3293 ... Generator Loss: 0.4843
Epoch 3/7... Discriminator Loss: 1.2305 ... Generator Loss: 0.5828
Epoch 3/7... Discriminator Loss: 1.3744 ... Generator Loss: 0.5370
Epoch 3/7... Discriminator Loss: 0.8518 ... Generator Loss: 1.0615
Epoch 3/7... Discriminator Loss: 1.2717 ... Generator Loss: 0.9910
Epoch 3/7... Discriminator Loss: 1.2023 ... Generator Loss: 0.6862
Epoch 3/7... Discriminator Loss: 1.3009 ... Generator Loss: 0.5062
Epoch 3/7... Discriminator Loss: 1.3354 ... Generator Loss: 0.4885
Epoch 3/7... Discriminator Loss: 1.3426 ... Generator Loss: 0.4835
Epoch 3/7... Discriminator Loss: 1.0986 ... Generator Loss: 0.7921
Epoch 3/7... Discriminator Loss: 1.1585 ... Generator Loss: 1.1479
Epoch 3/7... Discriminator Loss: 1.1956 ... Generator Loss: 1.0178
Epoch 3/7... Discriminator Loss: 1.4485 ... Generator Loss: 0.4998
Epoch 3/7... Discriminator Loss: 1.2045 ... Generator Loss: 0.7009
Epoch 3/7... Discriminator Loss: 1.2868 ... Generator Loss: 1.2860
Epoch 3/7... Discriminator Loss: 1.2600 ... Generator Loss: 0.7021
Epoch 3/7... Discriminator Loss: 0.9831 ... Generator Loss: 1.0498
Epoch 3/7... Discriminator Loss: 1.4307 ... Generator Loss: 1.4200
Epoch 3/7... Discriminator Loss: 1.1802 ... Generator Loss: 1.5840
Epoch 3/7... Discriminator Loss: 1.3946 ... Generator Loss: 0.4605
Epoch 3/7... Discriminator Loss: 1.2609 ... Generator Loss: 0.5886
Epoch 3/7... Discriminator Loss: 1.1736 ... Generator Loss: 1.1094
Epoch 3/7... Discriminator Loss: 1.1575 ... Generator Loss: 1.0811
Epoch 3/7... Discriminator Loss: 1.2587 ... Generator Loss: 0.6786
Epoch 3/7... Discriminator Loss: 1.4770 ... Generator Loss: 1.3089
Epoch 3/7... Discriminator Loss: 1.3298 ... Generator Loss: 0.5341
Epoch 3/7... Discriminator Loss: 1.3867 ... Generator Loss: 0.6895
Epoch 3/7... Discriminator Loss: 1.2817 ... Generator Loss: 0.6563
Epoch 3/7... Discriminator Loss: 1.1867 ... Generator Loss: 1.3775
Epoch 3/7... Discriminator Loss: 1.4652 ... Generator Loss: 0.4920
Epoch 3/7... Discriminator Loss: 1.0886 ... Generator Loss: 0.9211
Epoch 3/7... Discriminator Loss: 1.1883 ... Generator Loss: 0.9138
Epoch 3/7... Discriminator Loss: 1.2487 ... Generator Loss: 0.5851
Epoch 3/7... Discriminator Loss: 1.2246 ... Generator Loss: 0.5950
Epoch 3/7... Discriminator Loss: 1.4538 ... Generator Loss: 0.4529
Epoch 3/7... Discriminator Loss: 1.3026 ... Generator Loss: 0.8651
Epoch 3/7... Discriminator Loss: 1.2847 ... Generator Loss: 0.4762
Epoch 3/7... Discriminator Loss: 1.0993 ... Generator Loss: 0.9028
Epoch 3/7... Discriminator Loss: 1.1650 ... Generator Loss: 1.3343
Epoch 3/7... Discriminator Loss: 1.2311 ... Generator Loss: 0.8091
Epoch 3/7... Discriminator Loss: 1.5325 ... Generator Loss: 0.4272
Epoch 3/7... Discriminator Loss: 1.2472 ... Generator Loss: 0.9578
Epoch 3/7... Discriminator Loss: 1.2606 ... Generator Loss: 0.8903
Epoch 3/7... Discriminator Loss: 1.3038 ... Generator Loss: 1.2133
Epoch 3/7... Discriminator Loss: 1.2524 ... Generator Loss: 0.8019
Epoch 3/7... Discriminator Loss: 0.9879 ... Generator Loss: 1.2944
Epoch 3/7... Discriminator Loss: 1.1920 ... Generator Loss: 0.8581
Epoch 3/7... Discriminator Loss: 1.0036 ... Generator Loss: 1.4562
Epoch 3/7... Discriminator Loss: 1.2260 ... Generator Loss: 0.9668
Epoch 3/7... Discriminator Loss: 1.3375 ... Generator Loss: 0.6171
Epoch 3/7... Discriminator Loss: 1.6091 ... Generator Loss: 1.3338
Epoch 3/7... Discriminator Loss: 1.0178 ... Generator Loss: 1.1733
Epoch 3/7... Discriminator Loss: 1.1754 ... Generator Loss: 0.9350
Epoch 3/7... Discriminator Loss: 1.3491 ... Generator Loss: 0.5306
Epoch 3/7... Discriminator Loss: 1.0114 ... Generator Loss: 1.0463
Epoch 3/7... Discriminator Loss: 1.2077 ... Generator Loss: 0.6660
Epoch 3/7... Discriminator Loss: 1.4591 ... Generator Loss: 0.4667
Epoch 3/7... Discriminator Loss: 1.2845 ... Generator Loss: 0.6496
Epoch 3/7... Discriminator Loss: 1.2223 ... Generator Loss: 0.7721
Epoch 3/7... Discriminator Loss: 1.1861 ... Generator Loss: 0.7147
Epoch 3/7... Discriminator Loss: 1.4361 ... Generator Loss: 0.5493
Epoch 3/7... Discriminator Loss: 1.2687 ... Generator Loss: 0.7120
Epoch 3/7... Discriminator Loss: 1.2830 ... Generator Loss: 0.5859
Epoch 3/7... Discriminator Loss: 1.1507 ... Generator Loss: 1.2829
Epoch 3/7... Discriminator Loss: 1.2468 ... Generator Loss: 0.8308
Epoch 3/7... Discriminator Loss: 0.9011 ... Generator Loss: 1.1054
Epoch 3/7... Discriminator Loss: 0.9947 ... Generator Loss: 0.9959
Epoch 3/7... Discriminator Loss: 1.3383 ... Generator Loss: 0.5189
Epoch 3/7... Discriminator Loss: 1.4534 ... Generator Loss: 1.5384
Epoch 3/7... Discriminator Loss: 1.1402 ... Generator Loss: 1.0141
Epoch 3/7... Discriminator Loss: 1.2580 ... Generator Loss: 0.7091
Epoch 3/7... Discriminator Loss: 0.9898 ... Generator Loss: 0.9008
Epoch 3/7... Discriminator Loss: 1.4616 ... Generator Loss: 0.4500
Epoch 3/7... Discriminator Loss: 1.3208 ... Generator Loss: 0.5375
Epoch 3/7... Discriminator Loss: 1.0502 ... Generator Loss: 0.9017
Epoch 3/7... Discriminator Loss: 1.0949 ... Generator Loss: 1.1450
Epoch 3/7... Discriminator Loss: 1.2500 ... Generator Loss: 0.7413
Epoch 3/7... Discriminator Loss: 1.2511 ... Generator Loss: 0.6323
Epoch 3/7... Discriminator Loss: 1.0165 ... Generator Loss: 0.9624
Epoch 3/7... Discriminator Loss: 1.1355 ... Generator Loss: 1.0433
Epoch 3/7... Discriminator Loss: 1.3041 ... Generator Loss: 0.6001
Epoch 3/7... Discriminator Loss: 1.3202 ... Generator Loss: 0.5194
Epoch 3/7... Discriminator Loss: 1.3738 ... Generator Loss: 0.5559
Epoch 3/7... Discriminator Loss: 1.0636 ... Generator Loss: 0.9487
Epoch 3/7... Discriminator Loss: 1.3795 ... Generator Loss: 1.3663
Epoch 3/7... Discriminator Loss: 1.2580 ... Generator Loss: 0.6392
Epoch 3/7... Discriminator Loss: 1.2414 ... Generator Loss: 0.8127
Epoch 3/7... Discriminator Loss: 1.2332 ... Generator Loss: 1.1210
Epoch 3/7... Discriminator Loss: 1.2476 ... Generator Loss: 0.8137
Epoch 3/7... Discriminator Loss: 1.1965 ... Generator Loss: 0.6336
Epoch 3/7... Discriminator Loss: 1.0844 ... Generator Loss: 0.9846
Epoch 3/7... Discriminator Loss: 1.3642 ... Generator Loss: 0.7160
Epoch 3/7... Discriminator Loss: 1.1232 ... Generator Loss: 0.9521
Epoch 3/7... Discriminator Loss: 1.4310 ... Generator Loss: 0.4042
Epoch 3/7... Discriminator Loss: 1.1539 ... Generator Loss: 0.8809
Epoch 3/7... Discriminator Loss: 1.4251 ... Generator Loss: 0.4672
Epoch 3/7... Discriminator Loss: 1.5503 ... Generator Loss: 0.4008
Epoch 3/7... Discriminator Loss: 1.0664 ... Generator Loss: 0.8207
Epoch 3/7... Discriminator Loss: 1.4406 ... Generator Loss: 0.5090
Epoch 3/7... Discriminator Loss: 1.2990 ... Generator Loss: 0.7300
Epoch 3/7... Discriminator Loss: 1.3269 ... Generator Loss: 0.6195
Epoch 3/7... Discriminator Loss: 1.6987 ... Generator Loss: 0.3249
Epoch 3/7... Discriminator Loss: 1.3802 ... Generator Loss: 0.5389
Epoch 3/7... Discriminator Loss: 1.2667 ... Generator Loss: 0.6240
Epoch 3/7... Discriminator Loss: 1.3388 ... Generator Loss: 0.5463
Epoch 3/7... Discriminator Loss: 1.4255 ... Generator Loss: 0.4589
Epoch 3/7... Discriminator Loss: 1.1492 ... Generator Loss: 0.9535
Epoch 3/7... Discriminator Loss: 0.9530 ... Generator Loss: 0.9624
Epoch 3/7... Discriminator Loss: 1.1653 ... Generator Loss: 0.7326
Epoch 3/7... Discriminator Loss: 1.7465 ... Generator Loss: 1.4380
Epoch 3/7... Discriminator Loss: 1.5762 ... Generator Loss: 0.4073
Epoch 3/7... Discriminator Loss: 0.9279 ... Generator Loss: 1.4840
Epoch 3/7... Discriminator Loss: 1.3057 ... Generator Loss: 1.1465
Epoch 3/7... Discriminator Loss: 1.4827 ... Generator Loss: 0.5047
Epoch 3/7... Discriminator Loss: 1.4190 ... Generator Loss: 0.6768
Epoch 3/7... Discriminator Loss: 1.4243 ... Generator Loss: 0.4904
Epoch 3/7... Discriminator Loss: 1.1519 ... Generator Loss: 0.7149
Epoch 3/7... Discriminator Loss: 1.1606 ... Generator Loss: 0.9289
Epoch 3/7... Discriminator Loss: 1.2429 ... Generator Loss: 0.6952
Epoch 3/7... Discriminator Loss: 1.2022 ... Generator Loss: 0.6280
Epoch 3/7... Discriminator Loss: 1.2728 ... Generator Loss: 0.5696
Epoch 3/7... Discriminator Loss: 1.1372 ... Generator Loss: 0.8809
Epoch 3/7... Discriminator Loss: 1.4443 ... Generator Loss: 1.2385
Epoch 3/7... Discriminator Loss: 1.3115 ... Generator Loss: 0.5785
Epoch 3/7... Discriminator Loss: 1.3631 ... Generator Loss: 0.9782
Epoch 3/7... Discriminator Loss: 1.3806 ... Generator Loss: 0.5000
Epoch 3/7... Discriminator Loss: 1.1887 ... Generator Loss: 0.6277
Epoch 3/7... Discriminator Loss: 1.4372 ... Generator Loss: 0.9611
Epoch 3/7... Discriminator Loss: 1.1154 ... Generator Loss: 1.6970
Epoch 3/7... Discriminator Loss: 1.2729 ... Generator Loss: 0.7648
Epoch 3/7... Discriminator Loss: 0.9272 ... Generator Loss: 1.2148
Epoch 3/7... Discriminator Loss: 1.3595 ... Generator Loss: 0.8850
Epoch 3/7... Discriminator Loss: 1.3601 ... Generator Loss: 1.1115
Epoch 3/7... Discriminator Loss: 1.3073 ... Generator Loss: 0.7576
Epoch 3/7... Discriminator Loss: 1.1869 ... Generator Loss: 0.8125
Epoch 3/7... Discriminator Loss: 1.5608 ... Generator Loss: 0.4672
Epoch 3/7... Discriminator Loss: 1.2175 ... Generator Loss: 0.8397
Epoch 3/7... Discriminator Loss: 1.3645 ... Generator Loss: 0.5066
Epoch 3/7... Discriminator Loss: 1.3103 ... Generator Loss: 0.6194
Epoch 3/7... Discriminator Loss: 1.3719 ... Generator Loss: 0.6198
Epoch 3/7... Discriminator Loss: 1.1016 ... Generator Loss: 0.8077
Epoch 3/7... Discriminator Loss: 1.2297 ... Generator Loss: 0.9574
Epoch 3/7... Discriminator Loss: 1.1711 ... Generator Loss: 0.6931
Epoch 3/7... Discriminator Loss: 1.0746 ... Generator Loss: 0.9357
Epoch 3/7... Discriminator Loss: 1.3053 ... Generator Loss: 1.3155
Epoch 3/7... Discriminator Loss: 1.1435 ... Generator Loss: 0.7288
Epoch 3/7... Discriminator Loss: 1.3503 ... Generator Loss: 0.5310
Epoch 3/7... Discriminator Loss: 1.4343 ... Generator Loss: 0.4794
Epoch 3/7... Discriminator Loss: 1.4698 ... Generator Loss: 0.5208
Epoch 3/7... Discriminator Loss: 1.1131 ... Generator Loss: 1.5450
Epoch 3/7... Discriminator Loss: 1.1664 ... Generator Loss: 0.8640
Epoch 3/7... Discriminator Loss: 1.2083 ... Generator Loss: 0.8080
Epoch 3/7... Discriminator Loss: 1.3023 ... Generator Loss: 0.5707
Epoch 3/7... Discriminator Loss: 1.1894 ... Generator Loss: 0.6947
Epoch 3/7... Discriminator Loss: 1.2668 ... Generator Loss: 0.7194
Epoch 3/7... Discriminator Loss: 1.1955 ... Generator Loss: 1.0061
Epoch 3/7... Discriminator Loss: 1.1886 ... Generator Loss: 0.6474
Epoch 3/7... Discriminator Loss: 1.1756 ... Generator Loss: 0.8397
Epoch 3/7... Discriminator Loss: 1.2251 ... Generator Loss: 0.5994
Epoch 3/7... Discriminator Loss: 1.4467 ... Generator Loss: 0.4363
Epoch 3/7... Discriminator Loss: 1.2459 ... Generator Loss: 1.0068
Epoch 3/7... Discriminator Loss: 1.0515 ... Generator Loss: 1.1557
Epoch 3/7... Discriminator Loss: 0.9332 ... Generator Loss: 1.3168
Epoch 3/7... Discriminator Loss: 1.3843 ... Generator Loss: 0.5173
Epoch 3/7... Discriminator Loss: 1.3576 ... Generator Loss: 0.5424
Epoch 3/7... Discriminator Loss: 1.0886 ... Generator Loss: 0.8296
Epoch 3/7... Discriminator Loss: 1.4258 ... Generator Loss: 1.2320
Epoch 3/7... Discriminator Loss: 1.2798 ... Generator Loss: 1.0233
Epoch 3/7... Discriminator Loss: 1.1518 ... Generator Loss: 0.7337
Epoch 3/7... Discriminator Loss: 1.0872 ... Generator Loss: 0.9714
Epoch 3/7... Discriminator Loss: 1.2537 ... Generator Loss: 0.6228
Epoch 3/7... Discriminator Loss: 1.5425 ... Generator Loss: 0.5250
Epoch 3/7... Discriminator Loss: 1.1249 ... Generator Loss: 0.9442
Epoch 3/7... Discriminator Loss: 1.2464 ... Generator Loss: 1.4176
Epoch 3/7... Discriminator Loss: 1.3850 ... Generator Loss: 0.4888
Epoch 3/7... Discriminator Loss: 1.3715 ... Generator Loss: 0.5743
Epoch 3/7... Discriminator Loss: 1.1925 ... Generator Loss: 1.2337
Epoch 3/7... Discriminator Loss: 0.9441 ... Generator Loss: 0.8924
Epoch 4/7... Discriminator Loss: 1.3448 ... Generator Loss: 1.2110
Epoch 4/7... Discriminator Loss: 1.2374 ... Generator Loss: 0.6682
Epoch 4/7... Discriminator Loss: 1.4005 ... Generator Loss: 0.4884
Epoch 4/7... Discriminator Loss: 1.2291 ... Generator Loss: 0.6445
Epoch 4/7... Discriminator Loss: 1.0759 ... Generator Loss: 0.6732
Epoch 4/7... Discriminator Loss: 1.1179 ... Generator Loss: 0.9176
Epoch 4/7... Discriminator Loss: 1.2920 ... Generator Loss: 0.5493
Epoch 4/7... Discriminator Loss: 1.5956 ... Generator Loss: 0.3923
Epoch 4/7... Discriminator Loss: 1.0805 ... Generator Loss: 0.7395
Epoch 4/7... Discriminator Loss: 1.0519 ... Generator Loss: 1.2406
Epoch 4/7... Discriminator Loss: 1.2886 ... Generator Loss: 0.9991
Epoch 4/7... Discriminator Loss: 1.2319 ... Generator Loss: 0.6534
Epoch 4/7... Discriminator Loss: 1.5103 ... Generator Loss: 0.4251
Epoch 4/7... Discriminator Loss: 1.3108 ... Generator Loss: 0.6718
Epoch 4/7... Discriminator Loss: 1.2772 ... Generator Loss: 0.7847
Epoch 4/7... Discriminator Loss: 1.3469 ... Generator Loss: 1.4551
Epoch 4/7... Discriminator Loss: 1.3314 ... Generator Loss: 0.6385
Epoch 4/7... Discriminator Loss: 1.3255 ... Generator Loss: 0.4835
Epoch 4/7... Discriminator Loss: 1.2358 ... Generator Loss: 0.9352
Epoch 4/7... Discriminator Loss: 1.2365 ... Generator Loss: 0.8792
Epoch 4/7... Discriminator Loss: 1.2292 ... Generator Loss: 0.7937
Epoch 4/7... Discriminator Loss: 1.3322 ... Generator Loss: 1.0255
Epoch 4/7... Discriminator Loss: 1.0836 ... Generator Loss: 1.0836
Epoch 4/7... Discriminator Loss: 1.2885 ... Generator Loss: 0.7901
Epoch 4/7... Discriminator Loss: 1.3072 ... Generator Loss: 1.0496
Epoch 4/7... Discriminator Loss: 1.3994 ... Generator Loss: 1.2279
Epoch 4/7... Discriminator Loss: 1.2660 ... Generator Loss: 1.1000
Epoch 4/7... Discriminator Loss: 1.0887 ... Generator Loss: 1.0301
Epoch 4/7... Discriminator Loss: 1.2048 ... Generator Loss: 0.8870
Epoch 4/7... Discriminator Loss: 1.3289 ... Generator Loss: 0.7754
Epoch 4/7... Discriminator Loss: 1.1212 ... Generator Loss: 1.1407
Epoch 4/7... Discriminator Loss: 0.9485 ... Generator Loss: 1.2244
Epoch 4/7... Discriminator Loss: 1.2487 ... Generator Loss: 0.9261
Epoch 4/7... Discriminator Loss: 1.1355 ... Generator Loss: 1.1084
Epoch 4/7... Discriminator Loss: 1.2879 ... Generator Loss: 0.5831
Epoch 4/7... Discriminator Loss: 1.1960 ... Generator Loss: 0.7438
Epoch 4/7... Discriminator Loss: 1.1822 ... Generator Loss: 0.7392
Epoch 4/7... Discriminator Loss: 1.3300 ... Generator Loss: 0.5777
Epoch 4/7... Discriminator Loss: 1.3419 ... Generator Loss: 0.5413
Epoch 4/7... Discriminator Loss: 1.1282 ... Generator Loss: 0.9244
Epoch 4/7... Discriminator Loss: 1.6642 ... Generator Loss: 0.3921
Epoch 4/7... Discriminator Loss: 1.1841 ... Generator Loss: 0.8479
Epoch 4/7... Discriminator Loss: 1.2154 ... Generator Loss: 1.0922
Epoch 4/7... Discriminator Loss: 1.2155 ... Generator Loss: 1.2207
Epoch 4/7... Discriminator Loss: 1.5719 ... Generator Loss: 0.4434
Epoch 4/7... Discriminator Loss: 1.2162 ... Generator Loss: 0.7443
Epoch 4/7... Discriminator Loss: 1.4544 ... Generator Loss: 0.4533
Epoch 4/7... Discriminator Loss: 1.3813 ... Generator Loss: 0.4802
Epoch 4/7... Discriminator Loss: 1.0874 ... Generator Loss: 0.8197
Epoch 4/7... Discriminator Loss: 1.2677 ... Generator Loss: 1.1001
Epoch 4/7... Discriminator Loss: 1.2910 ... Generator Loss: 0.8226
Epoch 4/7... Discriminator Loss: 1.3641 ... Generator Loss: 0.5778
Epoch 4/7... Discriminator Loss: 1.2492 ... Generator Loss: 0.6705
Epoch 4/7... Discriminator Loss: 1.1413 ... Generator Loss: 0.6834
Epoch 4/7... Discriminator Loss: 1.1663 ... Generator Loss: 0.9802
Epoch 4/7... Discriminator Loss: 1.4279 ... Generator Loss: 1.0533
Epoch 4/7... Discriminator Loss: 1.1668 ... Generator Loss: 0.9141
Epoch 4/7... Discriminator Loss: 1.1531 ... Generator Loss: 0.8411
Epoch 4/7... Discriminator Loss: 1.0172 ... Generator Loss: 1.2046
Epoch 4/7... Discriminator Loss: 1.2539 ... Generator Loss: 0.6261
Epoch 4/7... Discriminator Loss: 1.1377 ... Generator Loss: 1.0726
Epoch 4/7... Discriminator Loss: 1.5057 ... Generator Loss: 1.3783
Epoch 4/7... Discriminator Loss: 1.2954 ... Generator Loss: 0.8599
Epoch 4/7... Discriminator Loss: 1.2636 ... Generator Loss: 0.6103
Epoch 4/7... Discriminator Loss: 1.2979 ... Generator Loss: 0.5258
Epoch 4/7... Discriminator Loss: 1.2939 ... Generator Loss: 0.5824
Epoch 4/7... Discriminator Loss: 1.1607 ... Generator Loss: 0.7792
Epoch 4/7... Discriminator Loss: 1.2698 ... Generator Loss: 0.9583
Epoch 4/7... Discriminator Loss: 1.2165 ... Generator Loss: 0.6536
Epoch 4/7... Discriminator Loss: 1.1086 ... Generator Loss: 0.9093
Epoch 4/7... Discriminator Loss: 1.4578 ... Generator Loss: 0.4576
Epoch 4/7... Discriminator Loss: 1.4257 ... Generator Loss: 1.2119
Epoch 4/7... Discriminator Loss: 1.1955 ... Generator Loss: 0.7583
Epoch 4/7... Discriminator Loss: 1.2171 ... Generator Loss: 1.0232
Epoch 4/7... Discriminator Loss: 1.3160 ... Generator Loss: 1.0911
Epoch 4/7... Discriminator Loss: 1.2089 ... Generator Loss: 0.8061
Epoch 4/7... Discriminator Loss: 1.1630 ... Generator Loss: 0.6001
Epoch 4/7... Discriminator Loss: 1.0186 ... Generator Loss: 0.8353
Epoch 4/7... Discriminator Loss: 1.2400 ... Generator Loss: 0.7463
Epoch 4/7... Discriminator Loss: 1.1914 ... Generator Loss: 0.8039
Epoch 4/7... Discriminator Loss: 1.3387 ... Generator Loss: 1.1484
Epoch 4/7... Discriminator Loss: 1.2521 ... Generator Loss: 0.6407
Epoch 4/7... Discriminator Loss: 1.3046 ... Generator Loss: 0.5448
Epoch 4/7... Discriminator Loss: 1.1013 ... Generator Loss: 0.7737
Epoch 4/7... Discriminator Loss: 1.2839 ... Generator Loss: 0.7552
Epoch 4/7... Discriminator Loss: 1.4541 ... Generator Loss: 0.4192
Epoch 4/7... Discriminator Loss: 1.1828 ... Generator Loss: 0.9356
Epoch 4/7... Discriminator Loss: 1.3423 ... Generator Loss: 0.5179
Epoch 4/7... Discriminator Loss: 1.2346 ... Generator Loss: 0.7048
Epoch 4/7... Discriminator Loss: 1.2882 ... Generator Loss: 0.6467
Epoch 4/7... Discriminator Loss: 1.2031 ... Generator Loss: 0.7532
Epoch 4/7... Discriminator Loss: 1.3381 ... Generator Loss: 1.0292
Epoch 4/7... Discriminator Loss: 1.1680 ... Generator Loss: 0.9641
Epoch 4/7... Discriminator Loss: 1.4787 ... Generator Loss: 0.5404
Epoch 4/7... Discriminator Loss: 1.2393 ... Generator Loss: 0.7704
Epoch 4/7... Discriminator Loss: 1.3292 ... Generator Loss: 0.5982
Epoch 4/7... Discriminator Loss: 1.1594 ... Generator Loss: 0.8571
Epoch 4/7... Discriminator Loss: 1.1850 ... Generator Loss: 0.8690
Epoch 4/7... Discriminator Loss: 1.2744 ... Generator Loss: 0.7247
Epoch 4/7... Discriminator Loss: 1.0757 ... Generator Loss: 0.9743
Epoch 4/7... Discriminator Loss: 1.6985 ... Generator Loss: 1.4315
Epoch 4/7... Discriminator Loss: 1.1679 ... Generator Loss: 0.6385
Epoch 4/7... Discriminator Loss: 1.4060 ... Generator Loss: 1.4318
Epoch 4/7... Discriminator Loss: 1.2287 ... Generator Loss: 0.7468
Epoch 4/7... Discriminator Loss: 1.2370 ... Generator Loss: 0.5858
Epoch 4/7... Discriminator Loss: 1.5612 ... Generator Loss: 1.1604
Epoch 4/7... Discriminator Loss: 1.2363 ... Generator Loss: 0.7484
Epoch 4/7... Discriminator Loss: 1.2071 ... Generator Loss: 1.0490
Epoch 4/7... Discriminator Loss: 1.4223 ... Generator Loss: 1.0822
Epoch 4/7... Discriminator Loss: 1.2466 ... Generator Loss: 0.7455
Epoch 4/7... Discriminator Loss: 1.3535 ... Generator Loss: 0.6016
Epoch 4/7... Discriminator Loss: 1.1205 ... Generator Loss: 0.9578
Epoch 4/7... Discriminator Loss: 1.1866 ... Generator Loss: 0.8936
Epoch 4/7... Discriminator Loss: 1.2994 ... Generator Loss: 1.1499
Epoch 4/7... Discriminator Loss: 1.1602 ... Generator Loss: 0.8822
Epoch 4/7... Discriminator Loss: 1.2183 ... Generator Loss: 0.6143
Epoch 4/7... Discriminator Loss: 1.2301 ... Generator Loss: 0.5656
Epoch 4/7... Discriminator Loss: 1.4600 ... Generator Loss: 0.5263
Epoch 4/7... Discriminator Loss: 1.3361 ... Generator Loss: 0.5573
Epoch 4/7... Discriminator Loss: 1.3201 ... Generator Loss: 0.5791
Epoch 4/7... Discriminator Loss: 1.1919 ... Generator Loss: 1.2015
Epoch 4/7... Discriminator Loss: 1.1769 ... Generator Loss: 0.9003
Epoch 4/7... Discriminator Loss: 1.3204 ... Generator Loss: 0.5759
Epoch 4/7... Discriminator Loss: 1.1799 ... Generator Loss: 0.7629
Epoch 4/7... Discriminator Loss: 1.3297 ... Generator Loss: 0.5727
Epoch 4/7... Discriminator Loss: 1.2435 ... Generator Loss: 0.6745
Epoch 4/7... Discriminator Loss: 1.1990 ... Generator Loss: 1.2433
Epoch 4/7... Discriminator Loss: 1.4081 ... Generator Loss: 0.4593
Epoch 4/7... Discriminator Loss: 1.2386 ... Generator Loss: 0.7916
Epoch 4/7... Discriminator Loss: 1.3017 ... Generator Loss: 0.6794
Epoch 4/7... Discriminator Loss: 1.3485 ... Generator Loss: 0.6603
Epoch 4/7... Discriminator Loss: 1.2812 ... Generator Loss: 1.1214
Epoch 4/7... Discriminator Loss: 1.0966 ... Generator Loss: 0.8804
Epoch 4/7... Discriminator Loss: 1.2172 ... Generator Loss: 0.9789
Epoch 4/7... Discriminator Loss: 1.1860 ... Generator Loss: 0.8824
Epoch 4/7... Discriminator Loss: 1.2400 ... Generator Loss: 1.0922
Epoch 4/7... Discriminator Loss: 1.2229 ... Generator Loss: 0.7397
Epoch 4/7... Discriminator Loss: 1.3742 ... Generator Loss: 0.9788
Epoch 4/7... Discriminator Loss: 1.2722 ... Generator Loss: 0.6009
Epoch 4/7... Discriminator Loss: 1.1545 ... Generator Loss: 0.7233
Epoch 4/7... Discriminator Loss: 1.1996 ... Generator Loss: 0.7426
Epoch 4/7... Discriminator Loss: 1.4418 ... Generator Loss: 1.2050
Epoch 4/7... Discriminator Loss: 1.3384 ... Generator Loss: 0.6395
Epoch 4/7... Discriminator Loss: 1.1394 ... Generator Loss: 0.8455
Epoch 4/7... Discriminator Loss: 1.0284 ... Generator Loss: 0.8255
Epoch 4/7... Discriminator Loss: 1.2985 ... Generator Loss: 0.5351
Epoch 4/7... Discriminator Loss: 1.0930 ... Generator Loss: 0.7576
Epoch 4/7... Discriminator Loss: 1.4745 ... Generator Loss: 1.1527
Epoch 4/7... Discriminator Loss: 1.2247 ... Generator Loss: 0.9229
Epoch 4/7... Discriminator Loss: 1.3146 ... Generator Loss: 0.7933
Epoch 4/7... Discriminator Loss: 1.1446 ... Generator Loss: 0.7850
Epoch 4/7... Discriminator Loss: 1.3786 ... Generator Loss: 1.3672
Epoch 4/7... Discriminator Loss: 1.1166 ... Generator Loss: 0.9271
Epoch 4/7... Discriminator Loss: 1.4737 ... Generator Loss: 0.4778
Epoch 4/7... Discriminator Loss: 1.2475 ... Generator Loss: 0.7522
Epoch 4/7... Discriminator Loss: 1.2074 ... Generator Loss: 0.6132
Epoch 4/7... Discriminator Loss: 1.2320 ... Generator Loss: 0.9363
Epoch 4/7... Discriminator Loss: 1.1887 ... Generator Loss: 0.7759
Epoch 4/7... Discriminator Loss: 1.2719 ... Generator Loss: 1.0559
Epoch 4/7... Discriminator Loss: 1.5219 ... Generator Loss: 1.4070
Epoch 4/7... Discriminator Loss: 1.2034 ... Generator Loss: 0.7011
Epoch 4/7... Discriminator Loss: 1.2972 ... Generator Loss: 1.1254
Epoch 4/7... Discriminator Loss: 1.1678 ... Generator Loss: 0.7823
Epoch 4/7... Discriminator Loss: 1.4266 ... Generator Loss: 0.4740
Epoch 4/7... Discriminator Loss: 1.3767 ... Generator Loss: 0.5586
Epoch 4/7... Discriminator Loss: 1.4260 ... Generator Loss: 1.0001
Epoch 4/7... Discriminator Loss: 1.1886 ... Generator Loss: 0.8350
Epoch 4/7... Discriminator Loss: 1.3512 ... Generator Loss: 0.5369
Epoch 4/7... Discriminator Loss: 1.4082 ... Generator Loss: 1.1132
Epoch 4/7... Discriminator Loss: 1.2801 ... Generator Loss: 0.7350
Epoch 4/7... Discriminator Loss: 1.4411 ... Generator Loss: 0.6323
Epoch 4/7... Discriminator Loss: 1.2496 ... Generator Loss: 0.9812
Epoch 4/7... Discriminator Loss: 1.0379 ... Generator Loss: 1.1318
Epoch 4/7... Discriminator Loss: 1.1729 ... Generator Loss: 0.6288
Epoch 4/7... Discriminator Loss: 1.4826 ... Generator Loss: 0.4896
Epoch 4/7... Discriminator Loss: 1.1452 ... Generator Loss: 0.9094
Epoch 4/7... Discriminator Loss: 1.0813 ... Generator Loss: 1.1842
Epoch 4/7... Discriminator Loss: 1.2277 ... Generator Loss: 0.8994
Epoch 4/7... Discriminator Loss: 1.1120 ... Generator Loss: 0.7445
Epoch 4/7... Discriminator Loss: 1.2637 ... Generator Loss: 1.1727
Epoch 4/7... Discriminator Loss: 1.3067 ... Generator Loss: 0.6139
Epoch 4/7... Discriminator Loss: 1.3477 ... Generator Loss: 0.6657
Epoch 4/7... Discriminator Loss: 1.1002 ... Generator Loss: 1.0196
Epoch 4/7... Discriminator Loss: 1.2206 ... Generator Loss: 0.8289
Epoch 4/7... Discriminator Loss: 1.2278 ... Generator Loss: 0.8689
Epoch 4/7... Discriminator Loss: 1.2724 ... Generator Loss: 1.3222
Epoch 4/7... Discriminator Loss: 1.1029 ... Generator Loss: 0.8044
Epoch 4/7... Discriminator Loss: 1.3357 ... Generator Loss: 0.5710
Epoch 4/7... Discriminator Loss: 1.2751 ... Generator Loss: 0.7530
Epoch 4/7... Discriminator Loss: 0.9834 ... Generator Loss: 0.9474
Epoch 4/7... Discriminator Loss: 1.2993 ... Generator Loss: 0.5646
Epoch 4/7... Discriminator Loss: 1.2023 ... Generator Loss: 0.7420
Epoch 4/7... Discriminator Loss: 1.1660 ... Generator Loss: 0.7311
Epoch 4/7... Discriminator Loss: 1.2717 ... Generator Loss: 0.7256
Epoch 4/7... Discriminator Loss: 1.1519 ... Generator Loss: 0.8870
Epoch 4/7... Discriminator Loss: 1.2549 ... Generator Loss: 0.8774
Epoch 4/7... Discriminator Loss: 1.1867 ... Generator Loss: 0.6575
Epoch 4/7... Discriminator Loss: 1.0929 ... Generator Loss: 0.8351
Epoch 4/7... Discriminator Loss: 1.0999 ... Generator Loss: 0.8202
Epoch 4/7... Discriminator Loss: 1.4486 ... Generator Loss: 1.0838
Epoch 4/7... Discriminator Loss: 1.3845 ... Generator Loss: 0.5623
Epoch 4/7... Discriminator Loss: 1.2628 ... Generator Loss: 0.6317
Epoch 4/7... Discriminator Loss: 1.4169 ... Generator Loss: 1.2002
Epoch 4/7... Discriminator Loss: 1.2596 ... Generator Loss: 1.1643
Epoch 4/7... Discriminator Loss: 1.2881 ... Generator Loss: 0.6515
Epoch 4/7... Discriminator Loss: 1.2516 ... Generator Loss: 0.7369
Epoch 4/7... Discriminator Loss: 1.1949 ... Generator Loss: 0.8744
Epoch 4/7... Discriminator Loss: 1.3261 ... Generator Loss: 0.5306
Epoch 4/7... Discriminator Loss: 1.2595 ... Generator Loss: 1.0929
Epoch 4/7... Discriminator Loss: 1.4692 ... Generator Loss: 0.4284
Epoch 4/7... Discriminator Loss: 1.4041 ... Generator Loss: 0.6367
Epoch 4/7... Discriminator Loss: 1.4467 ... Generator Loss: 0.4847
Epoch 4/7... Discriminator Loss: 1.3218 ... Generator Loss: 0.5860
Epoch 4/7... Discriminator Loss: 1.5968 ... Generator Loss: 0.3867
Epoch 4/7... Discriminator Loss: 1.1503 ... Generator Loss: 0.7606
Epoch 4/7... Discriminator Loss: 1.3364 ... Generator Loss: 0.5217
Epoch 4/7... Discriminator Loss: 1.2722 ... Generator Loss: 0.6710
Epoch 4/7... Discriminator Loss: 1.2877 ... Generator Loss: 0.5621
Epoch 4/7... Discriminator Loss: 1.4569 ... Generator Loss: 0.4450
Epoch 4/7... Discriminator Loss: 1.0953 ... Generator Loss: 0.7602
Epoch 4/7... Discriminator Loss: 1.0368 ... Generator Loss: 0.8785
Epoch 4/7... Discriminator Loss: 1.3444 ... Generator Loss: 0.6189
Epoch 4/7... Discriminator Loss: 1.3215 ... Generator Loss: 0.5359
Epoch 4/7... Discriminator Loss: 1.3157 ... Generator Loss: 0.8547
Epoch 4/7... Discriminator Loss: 1.3478 ... Generator Loss: 0.5879
Epoch 4/7... Discriminator Loss: 1.2453 ... Generator Loss: 0.8227
Epoch 4/7... Discriminator Loss: 1.2391 ... Generator Loss: 0.7552
Epoch 4/7... Discriminator Loss: 1.2192 ... Generator Loss: 0.7303
Epoch 4/7... Discriminator Loss: 1.2682 ... Generator Loss: 0.6860
Epoch 4/7... Discriminator Loss: 1.2211 ... Generator Loss: 0.6338
Epoch 4/7... Discriminator Loss: 0.6707 ... Generator Loss: 1.6548
Epoch 4/7... Discriminator Loss: 1.4772 ... Generator Loss: 0.4307
Epoch 4/7... Discriminator Loss: 1.2245 ... Generator Loss: 0.7771
Epoch 4/7... Discriminator Loss: 1.2018 ... Generator Loss: 0.8880
Epoch 4/7... Discriminator Loss: 1.3514 ... Generator Loss: 0.5697
Epoch 4/7... Discriminator Loss: 1.0749 ... Generator Loss: 1.1545
Epoch 4/7... Discriminator Loss: 1.4181 ... Generator Loss: 1.0963
Epoch 4/7... Discriminator Loss: 1.3546 ... Generator Loss: 1.1228
Epoch 4/7... Discriminator Loss: 1.3498 ... Generator Loss: 0.5118
Epoch 4/7... Discriminator Loss: 1.2371 ... Generator Loss: 0.7178
Epoch 4/7... Discriminator Loss: 1.1255 ... Generator Loss: 0.8654
Epoch 4/7... Discriminator Loss: 1.2177 ... Generator Loss: 1.0992
Epoch 4/7... Discriminator Loss: 1.2427 ... Generator Loss: 0.7564
Epoch 4/7... Discriminator Loss: 1.2703 ... Generator Loss: 0.8034
Epoch 4/7... Discriminator Loss: 1.2567 ... Generator Loss: 1.0576
Epoch 4/7... Discriminator Loss: 1.1966 ... Generator Loss: 0.6003
Epoch 4/7... Discriminator Loss: 1.2576 ... Generator Loss: 0.9618
Epoch 4/7... Discriminator Loss: 1.2211 ... Generator Loss: 0.9555
Epoch 4/7... Discriminator Loss: 1.2563 ... Generator Loss: 0.7790
Epoch 4/7... Discriminator Loss: 1.3743 ... Generator Loss: 1.1453
Epoch 4/7... Discriminator Loss: 1.2864 ... Generator Loss: 0.6230
Epoch 4/7... Discriminator Loss: 1.1587 ... Generator Loss: 0.7370
Epoch 4/7... Discriminator Loss: 1.2051 ... Generator Loss: 0.7578
Epoch 4/7... Discriminator Loss: 1.0174 ... Generator Loss: 0.9151
Epoch 4/7... Discriminator Loss: 1.1890 ... Generator Loss: 0.7831
Epoch 4/7... Discriminator Loss: 1.4319 ... Generator Loss: 0.5126
Epoch 4/7... Discriminator Loss: 1.2498 ... Generator Loss: 0.7207
Epoch 4/7... Discriminator Loss: 1.2349 ... Generator Loss: 1.1304
Epoch 4/7... Discriminator Loss: 1.1506 ... Generator Loss: 0.7510
Epoch 4/7... Discriminator Loss: 1.4529 ... Generator Loss: 0.5069
Epoch 4/7... Discriminator Loss: 1.2920 ... Generator Loss: 0.6762
Epoch 4/7... Discriminator Loss: 1.1598 ... Generator Loss: 0.7304
Epoch 4/7... Discriminator Loss: 1.2153 ... Generator Loss: 0.8368
Epoch 4/7... Discriminator Loss: 1.1772 ... Generator Loss: 0.6957
Epoch 4/7... Discriminator Loss: 1.1790 ... Generator Loss: 0.7147
Epoch 4/7... Discriminator Loss: 1.3244 ... Generator Loss: 0.5692
Epoch 4/7... Discriminator Loss: 1.3837 ... Generator Loss: 0.4837
Epoch 4/7... Discriminator Loss: 1.2367 ... Generator Loss: 0.6366
Epoch 4/7... Discriminator Loss: 1.3129 ... Generator Loss: 0.5407
Epoch 4/7... Discriminator Loss: 1.2141 ... Generator Loss: 0.9780
Epoch 4/7... Discriminator Loss: 1.0877 ... Generator Loss: 0.9280
Epoch 4/7... Discriminator Loss: 1.1260 ... Generator Loss: 1.0385
Epoch 4/7... Discriminator Loss: 1.2425 ... Generator Loss: 1.1749
Epoch 4/7... Discriminator Loss: 1.2051 ... Generator Loss: 0.7059
Epoch 4/7... Discriminator Loss: 1.2321 ... Generator Loss: 0.6483
Epoch 4/7... Discriminator Loss: 1.2709 ... Generator Loss: 0.7936
Epoch 4/7... Discriminator Loss: 1.1516 ... Generator Loss: 0.8761
Epoch 4/7... Discriminator Loss: 1.3097 ... Generator Loss: 0.5937
Epoch 4/7... Discriminator Loss: 1.2019 ... Generator Loss: 0.8054
Epoch 4/7... Discriminator Loss: 1.3989 ... Generator Loss: 0.5314
Epoch 4/7... Discriminator Loss: 1.2496 ... Generator Loss: 0.7265
Epoch 4/7... Discriminator Loss: 1.4229 ... Generator Loss: 0.5868
Epoch 4/7... Discriminator Loss: 1.3882 ... Generator Loss: 0.4906
Epoch 4/7... Discriminator Loss: 1.2415 ... Generator Loss: 0.9141
Epoch 4/7... Discriminator Loss: 1.1931 ... Generator Loss: 0.7248
Epoch 4/7... Discriminator Loss: 1.0725 ... Generator Loss: 0.8731
Epoch 4/7... Discriminator Loss: 1.2759 ... Generator Loss: 0.7932
Epoch 4/7... Discriminator Loss: 1.2983 ... Generator Loss: 1.0876
Epoch 4/7... Discriminator Loss: 1.4428 ... Generator Loss: 0.7346
Epoch 4/7... Discriminator Loss: 1.2100 ... Generator Loss: 0.6561
Epoch 4/7... Discriminator Loss: 1.2774 ... Generator Loss: 1.2134
Epoch 4/7... Discriminator Loss: 1.1257 ... Generator Loss: 1.2635
Epoch 4/7... Discriminator Loss: 1.5190 ... Generator Loss: 0.4519
Epoch 4/7... Discriminator Loss: 1.2889 ... Generator Loss: 0.6076
Epoch 4/7... Discriminator Loss: 1.4004 ... Generator Loss: 0.5626
Epoch 4/7... Discriminator Loss: 1.3070 ... Generator Loss: 0.5229
Epoch 4/7... Discriminator Loss: 1.2474 ... Generator Loss: 0.7353
Epoch 4/7... Discriminator Loss: 1.3320 ... Generator Loss: 0.6972
Epoch 4/7... Discriminator Loss: 1.4657 ... Generator Loss: 1.1897
Epoch 4/7... Discriminator Loss: 1.2586 ... Generator Loss: 0.8363
Epoch 4/7... Discriminator Loss: 1.2072 ... Generator Loss: 0.6675
Epoch 4/7... Discriminator Loss: 1.3363 ... Generator Loss: 1.1724
Epoch 4/7... Discriminator Loss: 1.2454 ... Generator Loss: 0.8573
Epoch 4/7... Discriminator Loss: 1.3213 ... Generator Loss: 1.0909
Epoch 4/7... Discriminator Loss: 1.1658 ... Generator Loss: 0.9576
Epoch 4/7... Discriminator Loss: 1.1588 ... Generator Loss: 0.6757
Epoch 4/7... Discriminator Loss: 1.1420 ... Generator Loss: 0.9782
Epoch 4/7... Discriminator Loss: 1.1942 ... Generator Loss: 0.8898
Epoch 4/7... Discriminator Loss: 1.2689 ... Generator Loss: 0.6946
Epoch 4/7... Discriminator Loss: 1.0560 ... Generator Loss: 1.0017
Epoch 4/7... Discriminator Loss: 1.1629 ... Generator Loss: 0.8903
Epoch 4/7... Discriminator Loss: 1.5966 ... Generator Loss: 0.5006
Epoch 4/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.8525
Epoch 4/7... Discriminator Loss: 1.5667 ... Generator Loss: 1.2382
Epoch 4/7... Discriminator Loss: 1.2458 ... Generator Loss: 0.7900
Epoch 4/7... Discriminator Loss: 1.2371 ... Generator Loss: 0.6832
Epoch 4/7... Discriminator Loss: 1.2598 ... Generator Loss: 0.6536
Epoch 5/7... Discriminator Loss: 1.1629 ... Generator Loss: 0.6736
Epoch 5/7... Discriminator Loss: 1.3205 ... Generator Loss: 0.7987
Epoch 5/7... Discriminator Loss: 1.3070 ... Generator Loss: 0.9463
Epoch 5/7... Discriminator Loss: 1.3147 ... Generator Loss: 0.5712
Epoch 5/7... Discriminator Loss: 1.2675 ... Generator Loss: 1.0930
Epoch 5/7... Discriminator Loss: 0.9059 ... Generator Loss: 1.3345
Epoch 5/7... Discriminator Loss: 1.3226 ... Generator Loss: 0.5372
Epoch 5/7... Discriminator Loss: 1.3573 ... Generator Loss: 0.5229
Epoch 5/7... Discriminator Loss: 1.3665 ... Generator Loss: 1.2008
Epoch 5/7... Discriminator Loss: 1.3023 ... Generator Loss: 0.6980
Epoch 5/7... Discriminator Loss: 1.2079 ... Generator Loss: 0.6207
Epoch 5/7... Discriminator Loss: 1.2291 ... Generator Loss: 1.6680
Epoch 5/7... Discriminator Loss: 1.3373 ... Generator Loss: 1.0379
Epoch 5/7... Discriminator Loss: 1.1459 ... Generator Loss: 0.8902
Epoch 5/7... Discriminator Loss: 1.2730 ... Generator Loss: 0.6412
Epoch 5/7... Discriminator Loss: 1.3812 ... Generator Loss: 0.5879
Epoch 5/7... Discriminator Loss: 1.1706 ... Generator Loss: 0.9748
Epoch 5/7... Discriminator Loss: 1.2092 ... Generator Loss: 0.9324
Epoch 5/7... Discriminator Loss: 1.1910 ... Generator Loss: 1.0119
Epoch 5/7... Discriminator Loss: 1.2084 ... Generator Loss: 0.8299
Epoch 5/7... Discriminator Loss: 1.1987 ... Generator Loss: 0.8043
Epoch 5/7... Discriminator Loss: 1.2434 ... Generator Loss: 1.1252
Epoch 5/7... Discriminator Loss: 1.1385 ... Generator Loss: 0.7560
Epoch 5/7... Discriminator Loss: 1.2271 ... Generator Loss: 0.9504
Epoch 5/7... Discriminator Loss: 1.1092 ... Generator Loss: 1.0793
Epoch 5/7... Discriminator Loss: 1.0872 ... Generator Loss: 0.9880
Epoch 5/7... Discriminator Loss: 1.1638 ... Generator Loss: 0.9375
Epoch 5/7... Discriminator Loss: 1.0824 ... Generator Loss: 0.7683
Epoch 5/7... Discriminator Loss: 1.3044 ... Generator Loss: 0.9163
Epoch 5/7... Discriminator Loss: 1.0949 ... Generator Loss: 0.9208
Epoch 5/7... Discriminator Loss: 1.2480 ... Generator Loss: 0.7467
Epoch 5/7... Discriminator Loss: 1.1783 ... Generator Loss: 0.6397
Epoch 5/7... Discriminator Loss: 1.2685 ... Generator Loss: 0.7173
Epoch 5/7... Discriminator Loss: 1.4353 ... Generator Loss: 1.1376
Epoch 5/7... Discriminator Loss: 1.1874 ... Generator Loss: 0.9180
Epoch 5/7... Discriminator Loss: 1.2933 ... Generator Loss: 0.5832
Epoch 5/7... Discriminator Loss: 1.2747 ... Generator Loss: 0.8148
Epoch 5/7... Discriminator Loss: 1.2812 ... Generator Loss: 1.1700
Epoch 5/7... Discriminator Loss: 1.2169 ... Generator Loss: 1.0012
Epoch 5/7... Discriminator Loss: 1.2986 ... Generator Loss: 0.7073
Epoch 5/7... Discriminator Loss: 1.1757 ... Generator Loss: 0.9816
Epoch 5/7... Discriminator Loss: 1.2218 ... Generator Loss: 0.8676
Epoch 5/7... Discriminator Loss: 1.3465 ... Generator Loss: 1.2067
Epoch 5/7... Discriminator Loss: 1.2737 ... Generator Loss: 0.9092
Epoch 5/7... Discriminator Loss: 1.1307 ... Generator Loss: 0.8533
Epoch 5/7... Discriminator Loss: 1.3467 ... Generator Loss: 0.8985
Epoch 5/7... Discriminator Loss: 1.2932 ... Generator Loss: 0.7382
Epoch 5/7... Discriminator Loss: 1.1971 ... Generator Loss: 0.7033
Epoch 5/7... Discriminator Loss: 1.3487 ... Generator Loss: 0.6293
Epoch 5/7... Discriminator Loss: 1.4212 ... Generator Loss: 0.5397
Epoch 5/7... Discriminator Loss: 1.4531 ... Generator Loss: 1.1224
Epoch 5/7... Discriminator Loss: 1.3847 ... Generator Loss: 0.8897
Epoch 5/7... Discriminator Loss: 1.2685 ... Generator Loss: 1.0809
Epoch 5/7... Discriminator Loss: 1.2238 ... Generator Loss: 0.5877
Epoch 5/7... Discriminator Loss: 1.3854 ... Generator Loss: 0.5159
Epoch 5/7... Discriminator Loss: 1.2428 ... Generator Loss: 0.5823
Epoch 5/7... Discriminator Loss: 1.2395 ... Generator Loss: 0.7519
Epoch 5/7... Discriminator Loss: 1.3205 ... Generator Loss: 0.7102
Epoch 5/7... Discriminator Loss: 1.2729 ... Generator Loss: 0.6575
Epoch 5/7... Discriminator Loss: 1.1703 ... Generator Loss: 1.1987
Epoch 5/7... Discriminator Loss: 1.2578 ... Generator Loss: 0.8855
Epoch 5/7... Discriminator Loss: 1.1431 ... Generator Loss: 0.7800
Epoch 5/7... Discriminator Loss: 1.1428 ... Generator Loss: 1.2598
Epoch 5/7... Discriminator Loss: 1.3279 ... Generator Loss: 1.1054
Epoch 5/7... Discriminator Loss: 1.1570 ... Generator Loss: 0.7884
Epoch 5/7... Discriminator Loss: 1.2464 ... Generator Loss: 0.8050
Epoch 5/7... Discriminator Loss: 1.2187 ... Generator Loss: 0.9933
Epoch 5/7... Discriminator Loss: 0.9506 ... Generator Loss: 1.8306
Epoch 5/7... Discriminator Loss: 1.1868 ... Generator Loss: 0.8448
Epoch 5/7... Discriminator Loss: 1.2254 ... Generator Loss: 0.7449
Epoch 5/7... Discriminator Loss: 1.2111 ... Generator Loss: 0.8736
Epoch 5/7... Discriminator Loss: 1.3481 ... Generator Loss: 0.4900
Epoch 5/7... Discriminator Loss: 1.3690 ... Generator Loss: 0.5431
Epoch 5/7... Discriminator Loss: 1.3159 ... Generator Loss: 1.0285
Epoch 5/7... Discriminator Loss: 1.3237 ... Generator Loss: 0.5017
Epoch 5/7... Discriminator Loss: 1.2099 ... Generator Loss: 0.8411
Epoch 5/7... Discriminator Loss: 1.1855 ... Generator Loss: 0.9794
Epoch 5/7... Discriminator Loss: 1.3023 ... Generator Loss: 0.5959
Epoch 5/7... Discriminator Loss: 1.2216 ... Generator Loss: 0.6234
Epoch 5/7... Discriminator Loss: 1.1770 ... Generator Loss: 0.7091
Epoch 5/7... Discriminator Loss: 1.1873 ... Generator Loss: 0.9654
Epoch 5/7... Discriminator Loss: 1.3170 ... Generator Loss: 0.6503
Epoch 5/7... Discriminator Loss: 1.0887 ... Generator Loss: 0.7875
Epoch 5/7... Discriminator Loss: 1.2908 ... Generator Loss: 0.6669
Epoch 5/7... Discriminator Loss: 1.0878 ... Generator Loss: 0.7845
Epoch 5/7... Discriminator Loss: 1.2545 ... Generator Loss: 0.6762
Epoch 5/7... Discriminator Loss: 1.7015 ... Generator Loss: 0.3546
Epoch 5/7... Discriminator Loss: 1.1521 ... Generator Loss: 0.9110
Epoch 5/7... Discriminator Loss: 1.4628 ... Generator Loss: 0.3979
Epoch 5/7... Discriminator Loss: 1.1952 ... Generator Loss: 0.6710
Epoch 5/7... Discriminator Loss: 1.1767 ... Generator Loss: 1.0103
Epoch 5/7... Discriminator Loss: 1.2826 ... Generator Loss: 0.5457
Epoch 5/7... Discriminator Loss: 1.1823 ... Generator Loss: 0.7379
Epoch 5/7... Discriminator Loss: 1.2933 ... Generator Loss: 0.9629
Epoch 5/7... Discriminator Loss: 1.3308 ... Generator Loss: 0.5983
Epoch 5/7... Discriminator Loss: 1.2111 ... Generator Loss: 0.7950
Epoch 5/7... Discriminator Loss: 1.3630 ... Generator Loss: 1.0543
Epoch 5/7... Discriminator Loss: 1.3585 ... Generator Loss: 0.4864
Epoch 5/7... Discriminator Loss: 1.2751 ... Generator Loss: 0.5871
Epoch 5/7... Discriminator Loss: 1.1258 ... Generator Loss: 0.8664
Epoch 5/7... Discriminator Loss: 1.3406 ... Generator Loss: 0.5760
Epoch 5/7... Discriminator Loss: 1.3597 ... Generator Loss: 0.5448
Epoch 5/7... Discriminator Loss: 1.4578 ... Generator Loss: 0.5134
Epoch 5/7... Discriminator Loss: 1.1251 ... Generator Loss: 0.8672
Epoch 5/7... Discriminator Loss: 1.2624 ... Generator Loss: 0.8591
Epoch 5/7... Discriminator Loss: 1.3229 ... Generator Loss: 1.0923
Epoch 5/7... Discriminator Loss: 1.3220 ... Generator Loss: 0.7410
Epoch 5/7... Discriminator Loss: 1.2303 ... Generator Loss: 0.6566
Epoch 5/7... Discriminator Loss: 1.3967 ... Generator Loss: 0.5310
Epoch 5/7... Discriminator Loss: 1.2504 ... Generator Loss: 0.9295
Epoch 5/7... Discriminator Loss: 1.3250 ... Generator Loss: 1.0038
Epoch 5/7... Discriminator Loss: 1.2684 ... Generator Loss: 0.6047
Epoch 5/7... Discriminator Loss: 1.1720 ... Generator Loss: 0.7416
Epoch 5/7... Discriminator Loss: 1.3792 ... Generator Loss: 0.4919
Epoch 5/7... Discriminator Loss: 1.1977 ... Generator Loss: 0.8702
Epoch 5/7... Discriminator Loss: 1.4669 ... Generator Loss: 0.5292
Epoch 5/7... Discriminator Loss: 1.1748 ... Generator Loss: 0.8661
Epoch 5/7... Discriminator Loss: 1.1368 ... Generator Loss: 0.9554
Epoch 5/7... Discriminator Loss: 1.2591 ... Generator Loss: 0.7584
Epoch 5/7... Discriminator Loss: 1.3089 ... Generator Loss: 0.7884
Epoch 5/7... Discriminator Loss: 1.2649 ... Generator Loss: 0.6920
Epoch 5/7... Discriminator Loss: 1.2246 ... Generator Loss: 0.8944
Epoch 5/7... Discriminator Loss: 1.3329 ... Generator Loss: 0.6322
Epoch 5/7... Discriminator Loss: 1.2419 ... Generator Loss: 0.6797
Epoch 5/7... Discriminator Loss: 1.1412 ... Generator Loss: 0.6824
Epoch 5/7... Discriminator Loss: 1.2598 ... Generator Loss: 1.0085
Epoch 5/7... Discriminator Loss: 1.2011 ... Generator Loss: 0.8425
Epoch 5/7... Discriminator Loss: 1.2495 ... Generator Loss: 0.9187
Epoch 5/7... Discriminator Loss: 1.2383 ... Generator Loss: 0.7146
Epoch 5/7... Discriminator Loss: 1.2514 ... Generator Loss: 0.9797
Epoch 5/7... Discriminator Loss: 1.2352 ... Generator Loss: 0.7989
Epoch 5/7... Discriminator Loss: 1.1924 ... Generator Loss: 0.6433
Epoch 5/7... Discriminator Loss: 1.2921 ... Generator Loss: 0.7121
Epoch 5/7... Discriminator Loss: 1.4232 ... Generator Loss: 0.4917
Epoch 5/7... Discriminator Loss: 1.0616 ... Generator Loss: 0.7851
Epoch 5/7... Discriminator Loss: 1.1899 ... Generator Loss: 0.7030
Epoch 5/7... Discriminator Loss: 1.2935 ... Generator Loss: 1.0294
Epoch 5/7... Discriminator Loss: 1.2633 ... Generator Loss: 0.6365
Epoch 5/7... Discriminator Loss: 1.2390 ... Generator Loss: 0.8371
Epoch 5/7... Discriminator Loss: 1.1657 ... Generator Loss: 0.7994
Epoch 5/7... Discriminator Loss: 1.2229 ... Generator Loss: 0.7807
Epoch 5/7... Discriminator Loss: 1.3568 ... Generator Loss: 0.8674
Epoch 5/7... Discriminator Loss: 1.2339 ... Generator Loss: 0.7373
Epoch 5/7... Discriminator Loss: 1.0357 ... Generator Loss: 1.0228
Epoch 5/7... Discriminator Loss: 1.1055 ... Generator Loss: 1.4093
Epoch 5/7... Discriminator Loss: 1.1347 ... Generator Loss: 0.7821
Epoch 5/7... Discriminator Loss: 1.3030 ... Generator Loss: 0.7270
Epoch 5/7... Discriminator Loss: 1.2743 ... Generator Loss: 0.7360
Epoch 5/7... Discriminator Loss: 1.1673 ... Generator Loss: 0.6081
Epoch 5/7... Discriminator Loss: 1.1937 ... Generator Loss: 0.6564
Epoch 5/7... Discriminator Loss: 1.4557 ... Generator Loss: 1.1587
Epoch 5/7... Discriminator Loss: 1.2406 ... Generator Loss: 0.8317
Epoch 5/7... Discriminator Loss: 1.3270 ... Generator Loss: 0.7673
Epoch 5/7... Discriminator Loss: 1.3486 ... Generator Loss: 0.9171
Epoch 5/7... Discriminator Loss: 1.1680 ... Generator Loss: 0.7906
Epoch 5/7... Discriminator Loss: 1.2040 ... Generator Loss: 1.0196
Epoch 5/7... Discriminator Loss: 1.1832 ... Generator Loss: 0.7576
Epoch 5/7... Discriminator Loss: 1.3392 ... Generator Loss: 0.5993
Epoch 5/7... Discriminator Loss: 1.2032 ... Generator Loss: 0.9152
Epoch 5/7... Discriminator Loss: 1.4142 ... Generator Loss: 0.5162
Epoch 5/7... Discriminator Loss: 1.3159 ... Generator Loss: 0.6698
Epoch 5/7... Discriminator Loss: 1.3404 ... Generator Loss: 0.6169
Epoch 5/7... Discriminator Loss: 1.2735 ... Generator Loss: 0.6886
Epoch 5/7... Discriminator Loss: 1.4104 ... Generator Loss: 0.5410
Epoch 5/7... Discriminator Loss: 1.3383 ... Generator Loss: 0.9110
Epoch 5/7... Discriminator Loss: 1.2515 ... Generator Loss: 0.7585
Epoch 5/7... Discriminator Loss: 1.1616 ... Generator Loss: 0.7151
Epoch 5/7... Discriminator Loss: 1.3634 ... Generator Loss: 0.5198
Epoch 5/7... Discriminator Loss: 1.3394 ... Generator Loss: 0.5286
Epoch 5/7... Discriminator Loss: 1.2145 ... Generator Loss: 0.8415
Epoch 5/7... Discriminator Loss: 1.3421 ... Generator Loss: 0.5604
Epoch 5/7... Discriminator Loss: 1.2294 ... Generator Loss: 0.6124
Epoch 5/7... Discriminator Loss: 1.2754 ... Generator Loss: 0.6278
Epoch 5/7... Discriminator Loss: 1.1848 ... Generator Loss: 0.9492
Epoch 5/7... Discriminator Loss: 1.4372 ... Generator Loss: 0.9755
Epoch 5/7... Discriminator Loss: 1.3447 ... Generator Loss: 0.6423
Epoch 5/7... Discriminator Loss: 1.1687 ... Generator Loss: 0.7022
Epoch 5/7... Discriminator Loss: 1.2392 ... Generator Loss: 0.6973
Epoch 5/7... Discriminator Loss: 1.2673 ... Generator Loss: 0.6627
Epoch 5/7... Discriminator Loss: 1.3102 ... Generator Loss: 0.6425
Epoch 5/7... Discriminator Loss: 1.2682 ... Generator Loss: 0.6760
Epoch 5/7... Discriminator Loss: 1.2204 ... Generator Loss: 0.6496
Epoch 5/7... Discriminator Loss: 1.3173 ... Generator Loss: 0.6609
Epoch 5/7... Discriminator Loss: 1.3697 ... Generator Loss: 0.4798
Epoch 5/7... Discriminator Loss: 1.2288 ... Generator Loss: 0.7634
Epoch 5/7... Discriminator Loss: 1.2608 ... Generator Loss: 0.7807
Epoch 5/7... Discriminator Loss: 1.3068 ... Generator Loss: 1.0095
Epoch 5/7... Discriminator Loss: 1.2077 ... Generator Loss: 0.8851
Epoch 5/7... Discriminator Loss: 1.4038 ... Generator Loss: 1.0131
Epoch 5/7... Discriminator Loss: 1.1447 ... Generator Loss: 1.0701
Epoch 5/7... Discriminator Loss: 1.2120 ... Generator Loss: 1.1178
Epoch 5/7... Discriminator Loss: 1.0586 ... Generator Loss: 0.9853
Epoch 5/7... Discriminator Loss: 1.0179 ... Generator Loss: 0.9414
Epoch 5/7... Discriminator Loss: 1.3206 ... Generator Loss: 0.6059
Epoch 5/7... Discriminator Loss: 1.2172 ... Generator Loss: 0.8999
Epoch 5/7... Discriminator Loss: 1.2438 ... Generator Loss: 0.6385
Epoch 5/7... Discriminator Loss: 1.3670 ... Generator Loss: 1.1673
Epoch 5/7... Discriminator Loss: 1.2377 ... Generator Loss: 0.8933
Epoch 5/7... Discriminator Loss: 1.2366 ... Generator Loss: 0.7042
Epoch 5/7... Discriminator Loss: 1.3529 ... Generator Loss: 0.9583
Epoch 5/7... Discriminator Loss: 1.3849 ... Generator Loss: 0.8675
Epoch 5/7... Discriminator Loss: 1.2325 ... Generator Loss: 0.8892
Epoch 5/7... Discriminator Loss: 1.3038 ... Generator Loss: 0.6249
Epoch 5/7... Discriminator Loss: 1.0155 ... Generator Loss: 1.0028
Epoch 5/7... Discriminator Loss: 1.4582 ... Generator Loss: 0.4741
Epoch 5/7... Discriminator Loss: 1.2243 ... Generator Loss: 0.6912
Epoch 5/7... Discriminator Loss: 1.1438 ... Generator Loss: 0.7328
Epoch 5/7... Discriminator Loss: 1.2678 ... Generator Loss: 0.5947
Epoch 5/7... Discriminator Loss: 1.2950 ... Generator Loss: 1.0231
Epoch 5/7... Discriminator Loss: 1.2215 ... Generator Loss: 0.7457
Epoch 5/7... Discriminator Loss: 1.1473 ... Generator Loss: 0.7949
Epoch 5/7... Discriminator Loss: 1.2696 ... Generator Loss: 0.7349
Epoch 5/7... Discriminator Loss: 1.2755 ... Generator Loss: 1.0497
Epoch 5/7... Discriminator Loss: 1.2464 ... Generator Loss: 1.1100
Epoch 5/7... Discriminator Loss: 1.2284 ... Generator Loss: 0.8181
Epoch 5/7... Discriminator Loss: 1.1709 ... Generator Loss: 0.9505
Epoch 5/7... Discriminator Loss: 1.1136 ... Generator Loss: 0.8865
Epoch 5/7... Discriminator Loss: 1.4812 ... Generator Loss: 0.4745
Epoch 5/7... Discriminator Loss: 1.3440 ... Generator Loss: 1.1000
Epoch 5/7... Discriminator Loss: 1.2258 ... Generator Loss: 0.6976
Epoch 5/7... Discriminator Loss: 1.3134 ... Generator Loss: 0.7533
Epoch 5/7... Discriminator Loss: 1.0051 ... Generator Loss: 1.1356
Epoch 5/7... Discriminator Loss: 1.2359 ... Generator Loss: 0.9846
Epoch 5/7... Discriminator Loss: 1.3416 ... Generator Loss: 0.7568
Epoch 5/7... Discriminator Loss: 1.2137 ... Generator Loss: 0.9924
Epoch 5/7... Discriminator Loss: 1.2660 ... Generator Loss: 0.6813
Epoch 5/7... Discriminator Loss: 1.1768 ... Generator Loss: 0.7641
Epoch 5/7... Discriminator Loss: 1.2447 ... Generator Loss: 0.7580
Epoch 5/7... Discriminator Loss: 1.2661 ... Generator Loss: 0.6293
Epoch 5/7... Discriminator Loss: 1.4899 ... Generator Loss: 0.5070
Epoch 5/7... Discriminator Loss: 1.2801 ... Generator Loss: 0.8151
Epoch 5/7... Discriminator Loss: 1.2232 ... Generator Loss: 0.7307
Epoch 5/7... Discriminator Loss: 1.1787 ... Generator Loss: 0.7413
Epoch 5/7... Discriminator Loss: 1.1827 ... Generator Loss: 0.8047
Epoch 5/7... Discriminator Loss: 1.2785 ... Generator Loss: 0.5919
Epoch 5/7... Discriminator Loss: 1.3044 ... Generator Loss: 1.0910
Epoch 5/7... Discriminator Loss: 1.3085 ... Generator Loss: 0.6392
Epoch 5/7... Discriminator Loss: 1.3565 ... Generator Loss: 0.5322
Epoch 5/7... Discriminator Loss: 1.2429 ... Generator Loss: 0.8001
Epoch 5/7... Discriminator Loss: 1.4268 ... Generator Loss: 0.5506
Epoch 5/7... Discriminator Loss: 1.2800 ... Generator Loss: 0.6413
Epoch 5/7... Discriminator Loss: 1.1924 ... Generator Loss: 0.6573
Epoch 5/7... Discriminator Loss: 1.2689 ... Generator Loss: 0.6806
Epoch 5/7... Discriminator Loss: 1.3120 ... Generator Loss: 0.6495
Epoch 5/7... Discriminator Loss: 1.1513 ... Generator Loss: 0.9434
Epoch 5/7... Discriminator Loss: 1.2476 ... Generator Loss: 1.0342
Epoch 5/7... Discriminator Loss: 1.2808 ... Generator Loss: 0.6314
Epoch 5/7... Discriminator Loss: 1.1989 ... Generator Loss: 0.7361
Epoch 5/7... Discriminator Loss: 1.2394 ... Generator Loss: 0.6420
Epoch 5/7... Discriminator Loss: 1.2860 ... Generator Loss: 0.5724
Epoch 5/7... Discriminator Loss: 1.2332 ... Generator Loss: 0.6515
Epoch 5/7... Discriminator Loss: 1.1916 ... Generator Loss: 0.6651
Epoch 5/7... Discriminator Loss: 1.2108 ... Generator Loss: 0.7673
Epoch 5/7... Discriminator Loss: 1.3622 ... Generator Loss: 1.0163
Epoch 5/7... Discriminator Loss: 1.2594 ... Generator Loss: 0.7179
Epoch 5/7... Discriminator Loss: 1.1254 ... Generator Loss: 1.0292
Epoch 5/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.7381
Epoch 5/7... Discriminator Loss: 1.0862 ... Generator Loss: 1.0778
Epoch 5/7... Discriminator Loss: 1.2419 ... Generator Loss: 0.9884
Epoch 5/7... Discriminator Loss: 1.3010 ... Generator Loss: 0.8506
Epoch 5/7... Discriminator Loss: 1.2538 ... Generator Loss: 1.0043
Epoch 5/7... Discriminator Loss: 1.4087 ... Generator Loss: 0.5294
Epoch 5/7... Discriminator Loss: 1.4259 ... Generator Loss: 0.6003
Epoch 5/7... Discriminator Loss: 1.1396 ... Generator Loss: 0.9790
Epoch 5/7... Discriminator Loss: 1.1981 ... Generator Loss: 0.7671
Epoch 5/7... Discriminator Loss: 1.3584 ... Generator Loss: 0.5474
Epoch 5/7... Discriminator Loss: 1.3207 ... Generator Loss: 0.9030
Epoch 5/7... Discriminator Loss: 1.2659 ... Generator Loss: 0.6263
Epoch 5/7... Discriminator Loss: 1.1070 ... Generator Loss: 0.9664
Epoch 5/7... Discriminator Loss: 1.2567 ... Generator Loss: 0.6781
Epoch 5/7... Discriminator Loss: 1.3149 ... Generator Loss: 1.0743
Epoch 5/7... Discriminator Loss: 1.2821 ... Generator Loss: 0.9347
Epoch 5/7... Discriminator Loss: 1.4433 ... Generator Loss: 1.2070
Epoch 5/7... Discriminator Loss: 1.1288 ... Generator Loss: 0.8977
Epoch 5/7... Discriminator Loss: 1.1870 ... Generator Loss: 0.7967
Epoch 5/7... Discriminator Loss: 1.3404 ... Generator Loss: 1.0542
Epoch 5/7... Discriminator Loss: 1.3569 ... Generator Loss: 0.7592
Epoch 5/7... Discriminator Loss: 1.2919 ... Generator Loss: 0.5887
Epoch 5/7... Discriminator Loss: 1.1964 ... Generator Loss: 0.7235
Epoch 5/7... Discriminator Loss: 1.2752 ... Generator Loss: 0.9162
Epoch 5/7... Discriminator Loss: 1.1730 ... Generator Loss: 0.9928
Epoch 5/7... Discriminator Loss: 1.3648 ... Generator Loss: 0.5263
Epoch 5/7... Discriminator Loss: 1.3383 ... Generator Loss: 0.7095
Epoch 5/7... Discriminator Loss: 1.2050 ... Generator Loss: 0.9869
Epoch 5/7... Discriminator Loss: 1.2121 ... Generator Loss: 1.0276
Epoch 5/7... Discriminator Loss: 1.2717 ... Generator Loss: 0.7706
Epoch 5/7... Discriminator Loss: 1.1886 ... Generator Loss: 0.9526
Epoch 5/7... Discriminator Loss: 0.9138 ... Generator Loss: 0.9133
Epoch 5/7... Discriminator Loss: 1.1260 ... Generator Loss: 0.7686
Epoch 5/7... Discriminator Loss: 1.3469 ... Generator Loss: 0.9630
Epoch 5/7... Discriminator Loss: 1.2885 ... Generator Loss: 0.5545
Epoch 5/7... Discriminator Loss: 1.2611 ... Generator Loss: 0.6491
Epoch 5/7... Discriminator Loss: 1.2421 ... Generator Loss: 0.8774
Epoch 5/7... Discriminator Loss: 1.2301 ... Generator Loss: 0.8989
Epoch 5/7... Discriminator Loss: 1.2747 ... Generator Loss: 0.7062
Epoch 5/7... Discriminator Loss: 1.2519 ... Generator Loss: 0.9413
Epoch 5/7... Discriminator Loss: 1.1550 ... Generator Loss: 0.9381
Epoch 5/7... Discriminator Loss: 1.3251 ... Generator Loss: 0.4915
Epoch 5/7... Discriminator Loss: 1.2866 ... Generator Loss: 0.7760
Epoch 5/7... Discriminator Loss: 1.3665 ... Generator Loss: 1.2202
Epoch 5/7... Discriminator Loss: 1.3060 ... Generator Loss: 0.7731
Epoch 5/7... Discriminator Loss: 1.2184 ... Generator Loss: 0.6449
Epoch 5/7... Discriminator Loss: 1.6797 ... Generator Loss: 0.3689
Epoch 5/7... Discriminator Loss: 1.1062 ... Generator Loss: 0.9176
Epoch 5/7... Discriminator Loss: 1.2823 ... Generator Loss: 0.7967
Epoch 5/7... Discriminator Loss: 1.3664 ... Generator Loss: 0.5542
Epoch 5/7... Discriminator Loss: 1.0944 ... Generator Loss: 0.8335
Epoch 5/7... Discriminator Loss: 1.1578 ... Generator Loss: 0.9927
Epoch 5/7... Discriminator Loss: 1.3426 ... Generator Loss: 0.8662
Epoch 5/7... Discriminator Loss: 1.3571 ... Generator Loss: 0.5314
Epoch 5/7... Discriminator Loss: 1.0552 ... Generator Loss: 0.9759
Epoch 5/7... Discriminator Loss: 1.2256 ... Generator Loss: 0.8385
Epoch 5/7... Discriminator Loss: 1.2490 ... Generator Loss: 0.8869
Epoch 5/7... Discriminator Loss: 1.3276 ... Generator Loss: 0.7908
Epoch 5/7... Discriminator Loss: 1.3259 ... Generator Loss: 0.6905
Epoch 5/7... Discriminator Loss: 1.2364 ... Generator Loss: 0.8221
Epoch 6/7... Discriminator Loss: 1.2383 ... Generator Loss: 0.8469
Epoch 6/7... Discriminator Loss: 1.5405 ... Generator Loss: 0.8880
Epoch 6/7... Discriminator Loss: 1.2889 ... Generator Loss: 0.7530
Epoch 6/7... Discriminator Loss: 1.1112 ... Generator Loss: 0.8456
Epoch 6/7... Discriminator Loss: 1.2868 ... Generator Loss: 0.7203
Epoch 6/7... Discriminator Loss: 1.3396 ... Generator Loss: 0.6600
Epoch 6/7... Discriminator Loss: 1.3572 ... Generator Loss: 0.5197
Epoch 6/7... Discriminator Loss: 1.3211 ... Generator Loss: 0.6353
Epoch 6/7... Discriminator Loss: 1.2420 ... Generator Loss: 0.7561
Epoch 6/7... Discriminator Loss: 1.2871 ... Generator Loss: 0.9634
Epoch 6/7... Discriminator Loss: 1.4075 ... Generator Loss: 0.9169
Epoch 6/7... Discriminator Loss: 1.0840 ... Generator Loss: 1.2060
Epoch 6/7... Discriminator Loss: 1.1685 ... Generator Loss: 0.8242
Epoch 6/7... Discriminator Loss: 1.4675 ... Generator Loss: 0.4603
Epoch 6/7... Discriminator Loss: 1.3114 ... Generator Loss: 0.6099
Epoch 6/7... Discriminator Loss: 1.2712 ... Generator Loss: 0.9255
Epoch 6/7... Discriminator Loss: 1.2324 ... Generator Loss: 0.6618
Epoch 6/7... Discriminator Loss: 1.2808 ... Generator Loss: 0.9607
Epoch 6/7... Discriminator Loss: 1.2077 ... Generator Loss: 0.9479
Epoch 6/7... Discriminator Loss: 1.2434 ... Generator Loss: 0.6648
Epoch 6/7... Discriminator Loss: 1.3762 ... Generator Loss: 0.5225
Epoch 6/7... Discriminator Loss: 1.2623 ... Generator Loss: 0.7160
Epoch 6/7... Discriminator Loss: 1.1860 ... Generator Loss: 0.8501
Epoch 6/7... Discriminator Loss: 1.2066 ... Generator Loss: 0.9238
Epoch 6/7... Discriminator Loss: 1.1864 ... Generator Loss: 0.8792
Epoch 6/7... Discriminator Loss: 1.3288 ... Generator Loss: 0.5809
Epoch 6/7... Discriminator Loss: 1.2642 ... Generator Loss: 0.6535
Epoch 6/7... Discriminator Loss: 1.1935 ... Generator Loss: 0.6558
Epoch 6/7... Discriminator Loss: 1.2789 ... Generator Loss: 0.6643
Epoch 6/7... Discriminator Loss: 1.3884 ... Generator Loss: 0.5475
Epoch 6/7... Discriminator Loss: 1.1514 ... Generator Loss: 0.8722
Epoch 6/7... Discriminator Loss: 1.2148 ... Generator Loss: 0.6426
Epoch 6/7... Discriminator Loss: 1.2275 ... Generator Loss: 0.6589
Epoch 6/7... Discriminator Loss: 1.1957 ... Generator Loss: 0.7332
Epoch 6/7... Discriminator Loss: 1.2894 ... Generator Loss: 0.5748
Epoch 6/7... Discriminator Loss: 1.2467 ... Generator Loss: 0.6660
Epoch 6/7... Discriminator Loss: 1.1693 ... Generator Loss: 0.7781
Epoch 6/7... Discriminator Loss: 1.4695 ... Generator Loss: 0.5079
Epoch 6/7... Discriminator Loss: 1.1726 ... Generator Loss: 0.7653
Epoch 6/7... Discriminator Loss: 1.2491 ... Generator Loss: 0.7624
Epoch 6/7... Discriminator Loss: 1.4977 ... Generator Loss: 0.4186
Epoch 6/7... Discriminator Loss: 1.2805 ... Generator Loss: 0.7571
Epoch 6/7... Discriminator Loss: 1.4573 ... Generator Loss: 0.4467
Epoch 6/7... Discriminator Loss: 1.1781 ... Generator Loss: 0.8585
Epoch 6/7... Discriminator Loss: 1.2769 ... Generator Loss: 0.5801
Epoch 6/7... Discriminator Loss: 1.2299 ... Generator Loss: 0.7433
Epoch 6/7... Discriminator Loss: 1.1333 ... Generator Loss: 0.9195
Epoch 6/7... Discriminator Loss: 1.2827 ... Generator Loss: 0.5814
Epoch 6/7... Discriminator Loss: 1.1467 ... Generator Loss: 0.9249
Epoch 6/7... Discriminator Loss: 1.1910 ... Generator Loss: 0.9201
Epoch 6/7... Discriminator Loss: 1.3204 ... Generator Loss: 0.8281
Epoch 6/7... Discriminator Loss: 1.2821 ... Generator Loss: 0.5250
Epoch 6/7... Discriminator Loss: 1.1189 ... Generator Loss: 0.9821
Epoch 6/7... Discriminator Loss: 1.2407 ... Generator Loss: 1.1424
Epoch 6/7... Discriminator Loss: 1.3969 ... Generator Loss: 0.9486
Epoch 6/7... Discriminator Loss: 1.2360 ... Generator Loss: 0.7548
Epoch 6/7... Discriminator Loss: 1.1581 ... Generator Loss: 0.9641
Epoch 6/7... Discriminator Loss: 1.3636 ... Generator Loss: 0.5742
Epoch 6/7... Discriminator Loss: 1.1329 ... Generator Loss: 0.8352
Epoch 6/7... Discriminator Loss: 1.0467 ... Generator Loss: 0.8487
Epoch 6/7... Discriminator Loss: 1.1210 ... Generator Loss: 1.1048
Epoch 6/7... Discriminator Loss: 1.3137 ... Generator Loss: 0.9352
Epoch 6/7... Discriminator Loss: 1.3251 ... Generator Loss: 0.6099
Epoch 6/7... Discriminator Loss: 1.2610 ... Generator Loss: 0.7341
Epoch 6/7... Discriminator Loss: 1.2766 ... Generator Loss: 0.9584
Epoch 6/7... Discriminator Loss: 1.3107 ... Generator Loss: 0.7213
Epoch 6/7... Discriminator Loss: 1.2100 ... Generator Loss: 0.6871
Epoch 6/7... Discriminator Loss: 1.1459 ... Generator Loss: 0.8313
Epoch 6/7... Discriminator Loss: 1.2282 ... Generator Loss: 0.7157
Epoch 6/7... Discriminator Loss: 1.2263 ... Generator Loss: 0.7242
Epoch 6/7... Discriminator Loss: 1.1976 ... Generator Loss: 1.0771
Epoch 6/7... Discriminator Loss: 1.1351 ... Generator Loss: 0.7730
Epoch 6/7... Discriminator Loss: 1.0948 ... Generator Loss: 0.7550
Epoch 6/7... Discriminator Loss: 1.3570 ... Generator Loss: 0.9951
Epoch 6/7... Discriminator Loss: 1.3551 ... Generator Loss: 1.0773
Epoch 6/7... Discriminator Loss: 1.3440 ... Generator Loss: 0.6954
Epoch 6/7... Discriminator Loss: 1.2130 ... Generator Loss: 0.6444
Epoch 6/7... Discriminator Loss: 1.2500 ... Generator Loss: 0.7694
Epoch 6/7... Discriminator Loss: 1.2059 ... Generator Loss: 0.7799
Epoch 6/7... Discriminator Loss: 1.1773 ... Generator Loss: 0.9508
Epoch 6/7... Discriminator Loss: 1.3931 ... Generator Loss: 1.3178
Epoch 6/7... Discriminator Loss: 1.2185 ... Generator Loss: 0.7751
Epoch 6/7... Discriminator Loss: 1.1959 ... Generator Loss: 0.7969
Epoch 6/7... Discriminator Loss: 1.0937 ... Generator Loss: 0.8622
Epoch 6/7... Discriminator Loss: 1.2071 ... Generator Loss: 1.0794
Epoch 6/7... Discriminator Loss: 1.1700 ... Generator Loss: 0.7594
Epoch 6/7... Discriminator Loss: 1.2769 ... Generator Loss: 0.5867
Epoch 6/7... Discriminator Loss: 1.2173 ... Generator Loss: 0.6148
Epoch 6/7... Discriminator Loss: 1.3015 ... Generator Loss: 0.6179
Epoch 6/7... Discriminator Loss: 1.3297 ... Generator Loss: 1.0824
Epoch 6/7... Discriminator Loss: 1.1837 ... Generator Loss: 0.8600
Epoch 6/7... Discriminator Loss: 1.2811 ... Generator Loss: 0.7013
Epoch 6/7... Discriminator Loss: 1.2149 ... Generator Loss: 0.6902
Epoch 6/7... Discriminator Loss: 1.3289 ... Generator Loss: 0.7658
Epoch 6/7... Discriminator Loss: 1.2189 ... Generator Loss: 0.8341
Epoch 6/7... Discriminator Loss: 1.2010 ... Generator Loss: 0.7553
Epoch 6/7... Discriminator Loss: 1.2798 ... Generator Loss: 0.7566
Epoch 6/7... Discriminator Loss: 1.1743 ... Generator Loss: 0.5868
Epoch 6/7... Discriminator Loss: 1.4203 ... Generator Loss: 0.4675
Epoch 6/7... Discriminator Loss: 1.1902 ... Generator Loss: 0.7598
Epoch 6/7... Discriminator Loss: 1.1584 ... Generator Loss: 1.0308
Epoch 6/7... Discriminator Loss: 1.1075 ... Generator Loss: 1.0702
Epoch 6/7... Discriminator Loss: 1.2552 ... Generator Loss: 0.7422
Epoch 6/7... Discriminator Loss: 1.2089 ... Generator Loss: 0.8058
Epoch 6/7... Discriminator Loss: 1.1304 ... Generator Loss: 0.8547
Epoch 6/7... Discriminator Loss: 1.3015 ... Generator Loss: 0.6900
Epoch 6/7... Discriminator Loss: 1.2110 ... Generator Loss: 0.7550
Epoch 6/7... Discriminator Loss: 1.2581 ... Generator Loss: 0.7570
Epoch 6/7... Discriminator Loss: 1.1409 ... Generator Loss: 0.8193
Epoch 6/7... Discriminator Loss: 1.3249 ... Generator Loss: 0.8402
Epoch 6/7... Discriminator Loss: 1.3376 ... Generator Loss: 0.8793
Epoch 6/7... Discriminator Loss: 1.1507 ... Generator Loss: 1.0174
Epoch 6/7... Discriminator Loss: 1.1803 ... Generator Loss: 0.6956
Epoch 6/7... Discriminator Loss: 1.2603 ... Generator Loss: 0.6421
Epoch 6/7... Discriminator Loss: 1.1475 ... Generator Loss: 0.6930
Epoch 6/7... Discriminator Loss: 1.2616 ... Generator Loss: 0.6869
Epoch 6/7... Discriminator Loss: 1.0384 ... Generator Loss: 1.1142
Epoch 6/7... Discriminator Loss: 1.2088 ... Generator Loss: 0.7604
Epoch 6/7... Discriminator Loss: 1.3413 ... Generator Loss: 0.5363
Epoch 6/7... Discriminator Loss: 1.3537 ... Generator Loss: 0.5357
Epoch 6/7... Discriminator Loss: 1.2620 ... Generator Loss: 0.9323
Epoch 6/7... Discriminator Loss: 1.2198 ... Generator Loss: 1.0120
Epoch 6/7... Discriminator Loss: 1.3409 ... Generator Loss: 1.0437
Epoch 6/7... Discriminator Loss: 1.4791 ... Generator Loss: 0.4134
Epoch 6/7... Discriminator Loss: 1.2284 ... Generator Loss: 0.6020
Epoch 6/7... Discriminator Loss: 1.3472 ... Generator Loss: 0.9201
Epoch 6/7... Discriminator Loss: 1.1272 ... Generator Loss: 0.9204
Epoch 6/7... Discriminator Loss: 1.2425 ... Generator Loss: 0.5968
Epoch 6/7... Discriminator Loss: 1.1783 ... Generator Loss: 1.0277
Epoch 6/7... Discriminator Loss: 1.2276 ... Generator Loss: 1.1190
Epoch 6/7... Discriminator Loss: 1.2448 ... Generator Loss: 0.6577
Epoch 6/7... Discriminator Loss: 1.3792 ... Generator Loss: 0.4647
Epoch 6/7... Discriminator Loss: 1.2238 ... Generator Loss: 0.7161
Epoch 6/7... Discriminator Loss: 1.2542 ... Generator Loss: 0.7659
Epoch 6/7... Discriminator Loss: 1.3046 ... Generator Loss: 0.6670
Epoch 6/7... Discriminator Loss: 1.3114 ... Generator Loss: 0.9583
Epoch 6/7... Discriminator Loss: 1.1713 ... Generator Loss: 0.8481
Epoch 6/7... Discriminator Loss: 1.2177 ... Generator Loss: 0.8346
Epoch 6/7... Discriminator Loss: 1.4301 ... Generator Loss: 0.5765
Epoch 6/7... Discriminator Loss: 1.1730 ... Generator Loss: 0.9195
Epoch 6/7... Discriminator Loss: 1.2858 ... Generator Loss: 0.6303
Epoch 6/7... Discriminator Loss: 1.2344 ... Generator Loss: 0.8926
Epoch 6/7... Discriminator Loss: 1.0780 ... Generator Loss: 0.7314
Epoch 6/7... Discriminator Loss: 1.1576 ... Generator Loss: 0.7212
Epoch 6/7... Discriminator Loss: 1.4330 ... Generator Loss: 0.5381
Epoch 6/7... Discriminator Loss: 1.2790 ... Generator Loss: 0.7841
Epoch 6/7... Discriminator Loss: 1.3145 ... Generator Loss: 0.5231
Epoch 6/7... Discriminator Loss: 1.2837 ... Generator Loss: 0.5765
Epoch 6/7... Discriminator Loss: 1.2201 ... Generator Loss: 0.6796
Epoch 6/7... Discriminator Loss: 1.3592 ... Generator Loss: 0.6183
Epoch 6/7... Discriminator Loss: 1.1494 ... Generator Loss: 0.7719
Epoch 6/7... Discriminator Loss: 1.1142 ... Generator Loss: 0.8068
Epoch 6/7... Discriminator Loss: 1.2771 ... Generator Loss: 0.6650
Epoch 6/7... Discriminator Loss: 1.3421 ... Generator Loss: 0.6866
Epoch 6/7... Discriminator Loss: 1.0972 ... Generator Loss: 0.7474
Epoch 6/7... Discriminator Loss: 1.3418 ... Generator Loss: 1.0138
Epoch 6/7... Discriminator Loss: 1.3170 ... Generator Loss: 0.5577
Epoch 6/7... Discriminator Loss: 1.3053 ... Generator Loss: 0.5534
Epoch 6/7... Discriminator Loss: 1.3614 ... Generator Loss: 0.9073
Epoch 6/7... Discriminator Loss: 1.2646 ... Generator Loss: 0.9308
Epoch 6/7... Discriminator Loss: 1.2965 ... Generator Loss: 0.6682
Epoch 6/7... Discriminator Loss: 1.2362 ... Generator Loss: 0.7179
Epoch 6/7... Discriminator Loss: 1.4460 ... Generator Loss: 0.4309
Epoch 6/7... Discriminator Loss: 1.2974 ... Generator Loss: 0.8811
Epoch 6/7... Discriminator Loss: 1.3064 ... Generator Loss: 0.6594
Epoch 6/7... Discriminator Loss: 1.2456 ... Generator Loss: 0.7523
Epoch 6/7... Discriminator Loss: 1.2660 ... Generator Loss: 0.6220
Epoch 6/7... Discriminator Loss: 1.3072 ... Generator Loss: 0.7402
Epoch 6/7... Discriminator Loss: 1.1555 ... Generator Loss: 0.9810
Epoch 6/7... Discriminator Loss: 1.1980 ... Generator Loss: 0.8278
Epoch 6/7... Discriminator Loss: 1.2934 ... Generator Loss: 0.6821
Epoch 6/7... Discriminator Loss: 1.2457 ... Generator Loss: 1.1265
Epoch 6/7... Discriminator Loss: 1.2372 ... Generator Loss: 0.9738
Epoch 6/7... Discriminator Loss: 1.3450 ... Generator Loss: 0.5643
Epoch 6/7... Discriminator Loss: 1.3843 ... Generator Loss: 0.4899
Epoch 6/7... Discriminator Loss: 1.2361 ... Generator Loss: 0.7142
Epoch 6/7... Discriminator Loss: 1.1682 ... Generator Loss: 0.7297
Epoch 6/7... Discriminator Loss: 1.2706 ... Generator Loss: 0.5955
Epoch 6/7... Discriminator Loss: 1.2687 ... Generator Loss: 0.5953
Epoch 6/7... Discriminator Loss: 1.1512 ... Generator Loss: 0.8526
Epoch 6/7... Discriminator Loss: 1.2084 ... Generator Loss: 0.8053
Epoch 6/7... Discriminator Loss: 1.3531 ... Generator Loss: 0.5722
Epoch 6/7... Discriminator Loss: 1.2146 ... Generator Loss: 0.8168
Epoch 6/7... Discriminator Loss: 1.2914 ... Generator Loss: 0.8390
Epoch 6/7... Discriminator Loss: 1.1208 ... Generator Loss: 0.8414
Epoch 6/7... Discriminator Loss: 1.1983 ... Generator Loss: 1.0432
Epoch 6/7... Discriminator Loss: 1.2051 ... Generator Loss: 0.9513
Epoch 6/7... Discriminator Loss: 1.2795 ... Generator Loss: 0.6743
Epoch 6/7... Discriminator Loss: 1.1825 ... Generator Loss: 0.8383
Epoch 6/7... Discriminator Loss: 1.2561 ... Generator Loss: 0.6910
Epoch 6/7... Discriminator Loss: 1.2598 ... Generator Loss: 1.0594
Epoch 6/7... Discriminator Loss: 1.3785 ... Generator Loss: 1.0436
Epoch 6/7... Discriminator Loss: 1.1331 ... Generator Loss: 1.0700
Epoch 6/7... Discriminator Loss: 1.3575 ... Generator Loss: 0.5069
Epoch 6/7... Discriminator Loss: 1.1159 ... Generator Loss: 1.0553
Epoch 6/7... Discriminator Loss: 1.4065 ... Generator Loss: 0.5951
Epoch 6/7... Discriminator Loss: 1.2456 ... Generator Loss: 0.7058
Epoch 6/7... Discriminator Loss: 1.2276 ... Generator Loss: 0.8167
Epoch 6/7... Discriminator Loss: 1.1977 ... Generator Loss: 0.6530
Epoch 6/7... Discriminator Loss: 1.3727 ... Generator Loss: 1.0379
Epoch 6/7... Discriminator Loss: 1.2455 ... Generator Loss: 1.1304
Epoch 6/7... Discriminator Loss: 1.3010 ... Generator Loss: 0.5954
Epoch 6/7... Discriminator Loss: 1.2432 ... Generator Loss: 0.6734
Epoch 6/7... Discriminator Loss: 0.9928 ... Generator Loss: 0.9836
Epoch 6/7... Discriminator Loss: 1.2268 ... Generator Loss: 0.6831
Epoch 6/7... Discriminator Loss: 1.1209 ... Generator Loss: 0.6694
Epoch 6/7... Discriminator Loss: 1.2795 ... Generator Loss: 0.6264
Epoch 6/7... Discriminator Loss: 1.1634 ... Generator Loss: 0.6827
Epoch 6/7... Discriminator Loss: 1.2672 ... Generator Loss: 0.6594
Epoch 6/7... Discriminator Loss: 1.3453 ... Generator Loss: 0.5772
Epoch 6/7... Discriminator Loss: 1.1685 ... Generator Loss: 0.7490
Epoch 6/7... Discriminator Loss: 1.2387 ... Generator Loss: 0.5797
Epoch 6/7... Discriminator Loss: 1.2649 ... Generator Loss: 0.6625
Epoch 6/7... Discriminator Loss: 1.4513 ... Generator Loss: 0.4451
Epoch 6/7... Discriminator Loss: 1.4052 ... Generator Loss: 0.5723
Epoch 6/7... Discriminator Loss: 1.3155 ... Generator Loss: 0.6130
Epoch 6/7... Discriminator Loss: 1.1661 ... Generator Loss: 0.8481
Epoch 6/7... Discriminator Loss: 1.2049 ... Generator Loss: 0.9452
Epoch 6/7... Discriminator Loss: 1.3128 ... Generator Loss: 0.5389
Epoch 6/7... Discriminator Loss: 1.2557 ... Generator Loss: 0.6839
Epoch 6/7... Discriminator Loss: 1.1645 ... Generator Loss: 1.0370
Epoch 6/7... Discriminator Loss: 0.7264 ... Generator Loss: 1.3146
Epoch 6/7... Discriminator Loss: 1.0666 ... Generator Loss: 0.9127
Epoch 6/7... Discriminator Loss: 1.2224 ... Generator Loss: 1.9362
Epoch 6/7... Discriminator Loss: 1.1641 ... Generator Loss: 0.8014
Epoch 6/7... Discriminator Loss: 1.2494 ... Generator Loss: 1.0141
Epoch 6/7... Discriminator Loss: 1.3003 ... Generator Loss: 0.4926
Epoch 6/7... Discriminator Loss: 1.2710 ... Generator Loss: 0.8323
Epoch 6/7... Discriminator Loss: 1.3041 ... Generator Loss: 1.1803
Epoch 6/7... Discriminator Loss: 1.4775 ... Generator Loss: 0.4703
Epoch 6/7... Discriminator Loss: 1.1752 ... Generator Loss: 1.2570
Epoch 6/7... Discriminator Loss: 1.2646 ... Generator Loss: 0.6022
Epoch 6/7... Discriminator Loss: 1.2168 ... Generator Loss: 0.6528
Epoch 6/7... Discriminator Loss: 1.2436 ... Generator Loss: 0.7005
Epoch 6/7... Discriminator Loss: 1.3016 ... Generator Loss: 1.0993
Epoch 6/7... Discriminator Loss: 1.0641 ... Generator Loss: 0.8418
Epoch 6/7... Discriminator Loss: 1.1896 ... Generator Loss: 0.6905
Epoch 6/7... Discriminator Loss: 1.1324 ... Generator Loss: 0.7220
Epoch 6/7... Discriminator Loss: 1.3097 ... Generator Loss: 0.5767
Epoch 6/7... Discriminator Loss: 1.2462 ... Generator Loss: 0.6355
Epoch 6/7... Discriminator Loss: 1.2515 ... Generator Loss: 0.9870
Epoch 6/7... Discriminator Loss: 1.2254 ... Generator Loss: 0.8940
Epoch 6/7... Discriminator Loss: 1.2118 ... Generator Loss: 0.6778
Epoch 6/7... Discriminator Loss: 1.2428 ... Generator Loss: 0.9376
Epoch 6/7... Discriminator Loss: 1.4055 ... Generator Loss: 0.5247
Epoch 6/7... Discriminator Loss: 1.3385 ... Generator Loss: 0.6744
Epoch 6/7... Discriminator Loss: 1.1095 ... Generator Loss: 0.7907
Epoch 6/7... Discriminator Loss: 1.0604 ... Generator Loss: 0.9247
Epoch 6/7... Discriminator Loss: 1.2877 ... Generator Loss: 0.7934
Epoch 6/7... Discriminator Loss: 1.3189 ... Generator Loss: 1.0379
Epoch 6/7... Discriminator Loss: 1.2880 ... Generator Loss: 0.6163
Epoch 6/7... Discriminator Loss: 1.2209 ... Generator Loss: 1.1393
Epoch 6/7... Discriminator Loss: 1.2338 ... Generator Loss: 0.9707
Epoch 6/7... Discriminator Loss: 1.2921 ... Generator Loss: 1.1367
Epoch 6/7... Discriminator Loss: 1.3139 ... Generator Loss: 0.5795
Epoch 6/7... Discriminator Loss: 1.2546 ... Generator Loss: 1.0099
Epoch 6/7... Discriminator Loss: 1.2305 ... Generator Loss: 0.7248
Epoch 6/7... Discriminator Loss: 1.1598 ... Generator Loss: 0.7586
Epoch 6/7... Discriminator Loss: 1.2959 ... Generator Loss: 0.6119
Epoch 6/7... Discriminator Loss: 1.3932 ... Generator Loss: 0.6401
Epoch 6/7... Discriminator Loss: 1.4039 ... Generator Loss: 0.5161
Epoch 6/7... Discriminator Loss: 1.2822 ... Generator Loss: 0.9411
Epoch 6/7... Discriminator Loss: 1.3089 ... Generator Loss: 0.6823
Epoch 6/7... Discriminator Loss: 1.1429 ... Generator Loss: 0.7046
Epoch 6/7... Discriminator Loss: 1.1524 ... Generator Loss: 0.5513
Epoch 6/7... Discriminator Loss: 1.1712 ... Generator Loss: 0.7237
Epoch 6/7... Discriminator Loss: 1.2316 ... Generator Loss: 0.5931
Epoch 6/7... Discriminator Loss: 1.2253 ... Generator Loss: 0.5784
Epoch 6/7... Discriminator Loss: 1.2444 ... Generator Loss: 0.9531
Epoch 6/7... Discriminator Loss: 1.2333 ... Generator Loss: 0.8816
Epoch 6/7... Discriminator Loss: 1.0700 ... Generator Loss: 1.1353
Epoch 6/7... Discriminator Loss: 1.1921 ... Generator Loss: 1.2788
Epoch 6/7... Discriminator Loss: 1.1765 ... Generator Loss: 1.1216
Epoch 6/7... Discriminator Loss: 1.2809 ... Generator Loss: 0.7269
Epoch 6/7... Discriminator Loss: 1.2688 ... Generator Loss: 0.6860
Epoch 6/7... Discriminator Loss: 1.1431 ... Generator Loss: 0.8675
Epoch 6/7... Discriminator Loss: 1.2565 ... Generator Loss: 1.2911
Epoch 6/7... Discriminator Loss: 1.3138 ... Generator Loss: 0.5340
Epoch 6/7... Discriminator Loss: 1.2311 ... Generator Loss: 0.9494
Epoch 6/7... Discriminator Loss: 1.1028 ... Generator Loss: 0.8317
Epoch 6/7... Discriminator Loss: 1.3529 ... Generator Loss: 0.6700
Epoch 6/7... Discriminator Loss: 1.2894 ... Generator Loss: 1.0062
Epoch 6/7... Discriminator Loss: 1.2353 ... Generator Loss: 1.0283
Epoch 6/7... Discriminator Loss: 1.2138 ... Generator Loss: 0.8519
Epoch 6/7... Discriminator Loss: 1.2542 ... Generator Loss: 0.6074
Epoch 6/7... Discriminator Loss: 1.2302 ... Generator Loss: 0.8100
Epoch 6/7... Discriminator Loss: 1.3273 ... Generator Loss: 1.0754
Epoch 6/7... Discriminator Loss: 1.2341 ... Generator Loss: 1.0823
Epoch 6/7... Discriminator Loss: 1.5849 ... Generator Loss: 0.4945
Epoch 6/7... Discriminator Loss: 1.1230 ... Generator Loss: 0.8616
Epoch 6/7... Discriminator Loss: 1.1961 ... Generator Loss: 1.1633
Epoch 6/7... Discriminator Loss: 1.3092 ... Generator Loss: 1.0029
Epoch 6/7... Discriminator Loss: 1.3091 ... Generator Loss: 0.6079
Epoch 6/7... Discriminator Loss: 1.1766 ... Generator Loss: 0.7080
Epoch 6/7... Discriminator Loss: 1.0836 ... Generator Loss: 0.9245
Epoch 6/7... Discriminator Loss: 1.1687 ... Generator Loss: 0.9505
Epoch 6/7... Discriminator Loss: 1.2019 ... Generator Loss: 0.6824
Epoch 6/7... Discriminator Loss: 1.3841 ... Generator Loss: 0.9691
Epoch 6/7... Discriminator Loss: 1.2020 ... Generator Loss: 0.9564
Epoch 6/7... Discriminator Loss: 1.3005 ... Generator Loss: 0.7455
Epoch 6/7... Discriminator Loss: 1.3276 ... Generator Loss: 0.5675
Epoch 6/7... Discriminator Loss: 1.2098 ... Generator Loss: 0.7798
Epoch 6/7... Discriminator Loss: 1.1458 ... Generator Loss: 1.0462
Epoch 6/7... Discriminator Loss: 1.2349 ... Generator Loss: 1.0117
Epoch 6/7... Discriminator Loss: 1.1673 ... Generator Loss: 0.7774
Epoch 6/7... Discriminator Loss: 1.2837 ... Generator Loss: 0.8623
Epoch 6/7... Discriminator Loss: 1.2040 ... Generator Loss: 1.2057
Epoch 6/7... Discriminator Loss: 1.0952 ... Generator Loss: 0.7760
Epoch 6/7... Discriminator Loss: 1.1404 ... Generator Loss: 0.7726
Epoch 6/7... Discriminator Loss: 0.9069 ... Generator Loss: 1.3313
Epoch 6/7... Discriminator Loss: 1.0195 ... Generator Loss: 1.1301
Epoch 6/7... Discriminator Loss: 1.0879 ... Generator Loss: 1.0672
Epoch 6/7... Discriminator Loss: 1.0940 ... Generator Loss: 1.0804
Epoch 6/7... Discriminator Loss: 1.2672 ... Generator Loss: 0.6254
Epoch 6/7... Discriminator Loss: 1.2119 ... Generator Loss: 0.7077
Epoch 6/7... Discriminator Loss: 1.4521 ... Generator Loss: 0.4945
Epoch 6/7... Discriminator Loss: 1.3243 ... Generator Loss: 0.5977
Epoch 7/7... Discriminator Loss: 1.3220 ... Generator Loss: 0.5438
Epoch 7/7... Discriminator Loss: 1.2091 ... Generator Loss: 0.6488
Epoch 7/7... Discriminator Loss: 1.2938 ... Generator Loss: 0.6638
Epoch 7/7... Discriminator Loss: 1.1974 ... Generator Loss: 0.8043
Epoch 7/7... Discriminator Loss: 1.2180 ... Generator Loss: 0.8834
Epoch 7/7... Discriminator Loss: 0.8514 ... Generator Loss: 1.1384
Epoch 7/7... Discriminator Loss: 1.3013 ... Generator Loss: 0.6113
Epoch 7/7... Discriminator Loss: 1.2599 ... Generator Loss: 0.5459
Epoch 7/7... Discriminator Loss: 1.2628 ... Generator Loss: 1.1461
Epoch 7/7... Discriminator Loss: 1.2492 ... Generator Loss: 0.9938
Epoch 7/7... Discriminator Loss: 1.1036 ... Generator Loss: 1.0415
Epoch 7/7... Discriminator Loss: 1.1707 ... Generator Loss: 0.8026
Epoch 7/7... Discriminator Loss: 1.1414 ... Generator Loss: 0.6619
Epoch 7/7... Discriminator Loss: 1.0551 ... Generator Loss: 0.8811
Epoch 7/7... Discriminator Loss: 1.2977 ... Generator Loss: 0.6270
Epoch 7/7... Discriminator Loss: 1.1135 ... Generator Loss: 1.0156
Epoch 7/7... Discriminator Loss: 1.2647 ... Generator Loss: 1.0045
Epoch 7/7... Discriminator Loss: 1.0080 ... Generator Loss: 1.0267
Epoch 7/7... Discriminator Loss: 1.3010 ... Generator Loss: 0.5401
Epoch 7/7... Discriminator Loss: 1.1930 ... Generator Loss: 0.8178
Epoch 7/7... Discriminator Loss: 1.0494 ... Generator Loss: 0.9950
Epoch 7/7... Discriminator Loss: 1.4262 ... Generator Loss: 0.5994
Epoch 7/7... Discriminator Loss: 1.1178 ... Generator Loss: 1.2282
Epoch 7/7... Discriminator Loss: 0.7470 ... Generator Loss: 1.1421
Epoch 7/7... Discriminator Loss: 0.9283 ... Generator Loss: 0.9658
Epoch 7/7... Discriminator Loss: 1.2429 ... Generator Loss: 1.1833
Epoch 7/7... Discriminator Loss: 0.9469 ... Generator Loss: 0.9689
Epoch 7/7... Discriminator Loss: 1.1792 ... Generator Loss: 1.0840
Epoch 7/7... Discriminator Loss: 1.3264 ... Generator Loss: 0.5475
Epoch 7/7... Discriminator Loss: 1.3021 ... Generator Loss: 0.7305
Epoch 7/7... Discriminator Loss: 0.8508 ... Generator Loss: 1.0810
Epoch 7/7... Discriminator Loss: 1.1474 ... Generator Loss: 0.7946
Epoch 7/7... Discriminator Loss: 1.1982 ... Generator Loss: 0.7136
Epoch 7/7... Discriminator Loss: 1.1406 ... Generator Loss: 0.7026
Epoch 7/7... Discriminator Loss: 1.2062 ... Generator Loss: 0.6405
Epoch 7/7... Discriminator Loss: 1.2101 ... Generator Loss: 1.0399
Epoch 7/7... Discriminator Loss: 1.5957 ... Generator Loss: 1.2743
Epoch 7/7... Discriminator Loss: 1.0888 ... Generator Loss: 1.0147
Epoch 7/7... Discriminator Loss: 1.0433 ... Generator Loss: 1.5893
Epoch 7/7... Discriminator Loss: 1.1041 ... Generator Loss: 0.8480
Epoch 7/7... Discriminator Loss: 1.0474 ... Generator Loss: 1.0328
Epoch 7/7... Discriminator Loss: 1.1509 ... Generator Loss: 0.6415
Epoch 7/7... Discriminator Loss: 1.1979 ... Generator Loss: 1.2153
Epoch 7/7... Discriminator Loss: 1.4715 ... Generator Loss: 1.3040
Epoch 7/7... Discriminator Loss: 1.1264 ... Generator Loss: 1.0433
Epoch 7/7... Discriminator Loss: 1.1445 ... Generator Loss: 0.9876
Epoch 7/7... Discriminator Loss: 1.3617 ... Generator Loss: 0.6339
Epoch 7/7... Discriminator Loss: 1.1996 ... Generator Loss: 0.8092
Epoch 7/7... Discriminator Loss: 1.2119 ... Generator Loss: 0.6681
Epoch 7/7... Discriminator Loss: 1.3895 ... Generator Loss: 0.5016
Epoch 7/7... Discriminator Loss: 1.3848 ... Generator Loss: 1.2103
Epoch 7/7... Discriminator Loss: 1.3868 ... Generator Loss: 0.5468
Epoch 7/7... Discriminator Loss: 1.2037 ... Generator Loss: 0.7077
Epoch 7/7... Discriminator Loss: 1.1442 ... Generator Loss: 0.6979
Epoch 7/7... Discriminator Loss: 1.3388 ... Generator Loss: 0.6054
Epoch 7/7... Discriminator Loss: 1.2996 ... Generator Loss: 0.5790
Epoch 7/7... Discriminator Loss: 1.2327 ... Generator Loss: 0.6473
Epoch 7/7... Discriminator Loss: 1.1827 ... Generator Loss: 0.6430
Epoch 7/7... Discriminator Loss: 1.0974 ... Generator Loss: 1.0305
Epoch 7/7... Discriminator Loss: 1.1073 ... Generator Loss: 0.7653
Epoch 7/7... Discriminator Loss: 1.1772 ... Generator Loss: 0.9944
Epoch 7/7... Discriminator Loss: 1.0895 ... Generator Loss: 0.7071
Epoch 7/7... Discriminator Loss: 1.2386 ... Generator Loss: 1.0189
Epoch 7/7... Discriminator Loss: 1.2407 ... Generator Loss: 0.6678
Epoch 7/7... Discriminator Loss: 1.0501 ... Generator Loss: 0.8631
Epoch 7/7... Discriminator Loss: 1.2500 ... Generator Loss: 0.6948
Epoch 7/7... Discriminator Loss: 1.1834 ... Generator Loss: 0.7419
Epoch 7/7... Discriminator Loss: 1.2732 ... Generator Loss: 0.6753
Epoch 7/7... Discriminator Loss: 1.0948 ... Generator Loss: 1.0237
Epoch 7/7... Discriminator Loss: 1.1043 ... Generator Loss: 0.8637
Epoch 7/7... Discriminator Loss: 1.1941 ... Generator Loss: 0.7861
Epoch 7/7... Discriminator Loss: 1.1309 ... Generator Loss: 0.8563
Epoch 7/7... Discriminator Loss: 1.3852 ... Generator Loss: 0.5517
Epoch 7/7... Discriminator Loss: 1.3888 ... Generator Loss: 1.0650
Epoch 7/7... Discriminator Loss: 1.1437 ... Generator Loss: 1.1811
Epoch 7/7... Discriminator Loss: 1.1384 ... Generator Loss: 0.6105
Epoch 7/7... Discriminator Loss: 1.2364 ... Generator Loss: 0.8348
Epoch 7/7... Discriminator Loss: 1.1213 ... Generator Loss: 0.7915
Epoch 7/7... Discriminator Loss: 1.1388 ... Generator Loss: 0.8440
Epoch 7/7... Discriminator Loss: 1.0262 ... Generator Loss: 0.8063
Epoch 7/7... Discriminator Loss: 1.0579 ... Generator Loss: 0.8387
Epoch 7/7... Discriminator Loss: 1.0341 ... Generator Loss: 1.0844
Epoch 7/7... Discriminator Loss: 1.2382 ... Generator Loss: 0.5488
Epoch 7/7... Discriminator Loss: 1.3556 ... Generator Loss: 1.1229
Epoch 7/7... Discriminator Loss: 1.1150 ... Generator Loss: 0.9135
Epoch 7/7... Discriminator Loss: 1.3582 ... Generator Loss: 1.3422
Epoch 7/7... Discriminator Loss: 1.1810 ... Generator Loss: 0.9162
Epoch 7/7... Discriminator Loss: 1.0604 ... Generator Loss: 1.0101
Epoch 7/7... Discriminator Loss: 1.2736 ... Generator Loss: 0.6327
Epoch 7/7... Discriminator Loss: 1.0862 ... Generator Loss: 0.8362
Epoch 7/7... Discriminator Loss: 1.1387 ... Generator Loss: 0.7767
Epoch 7/7... Discriminator Loss: 1.2240 ... Generator Loss: 0.6951
Epoch 7/7... Discriminator Loss: 1.1434 ... Generator Loss: 0.7180
Epoch 7/7... Discriminator Loss: 1.1444 ... Generator Loss: 0.8947
Epoch 7/7... Discriminator Loss: 1.1955 ... Generator Loss: 0.6218
Epoch 7/7... Discriminator Loss: 1.1532 ... Generator Loss: 0.8064
Epoch 7/7... Discriminator Loss: 1.2612 ... Generator Loss: 0.7051
Epoch 7/7... Discriminator Loss: 1.3011 ... Generator Loss: 0.5403
Epoch 7/7... Discriminator Loss: 1.0975 ... Generator Loss: 0.9472
Epoch 7/7... Discriminator Loss: 0.9557 ... Generator Loss: 0.9287
Epoch 7/7... Discriminator Loss: 1.0939 ... Generator Loss: 0.6405
Epoch 7/7... Discriminator Loss: 1.6998 ... Generator Loss: 0.3637
Epoch 7/7... Discriminator Loss: 1.2066 ... Generator Loss: 0.5909
Epoch 7/7... Discriminator Loss: 1.1210 ... Generator Loss: 0.7908
Epoch 7/7... Discriminator Loss: 1.0352 ... Generator Loss: 1.0106
Epoch 7/7... Discriminator Loss: 1.0525 ... Generator Loss: 1.0017
Epoch 7/7... Discriminator Loss: 1.1705 ... Generator Loss: 0.6766
Epoch 7/7... Discriminator Loss: 1.1262 ... Generator Loss: 0.9716
Epoch 7/7... Discriminator Loss: 1.3009 ... Generator Loss: 0.6690
Epoch 7/7... Discriminator Loss: 1.1040 ... Generator Loss: 1.0327
Epoch 7/7... Discriminator Loss: 1.0948 ... Generator Loss: 0.8209
Epoch 7/7... Discriminator Loss: 1.2434 ... Generator Loss: 0.5900
Epoch 7/7... Discriminator Loss: 1.2677 ... Generator Loss: 0.6481
Epoch 7/7... Discriminator Loss: 1.1607 ... Generator Loss: 1.0626
Epoch 7/7... Discriminator Loss: 1.2119 ... Generator Loss: 0.5913
Epoch 7/7... Discriminator Loss: 1.3398 ... Generator Loss: 0.5773
Epoch 7/7... Discriminator Loss: 1.2602 ... Generator Loss: 1.5097
Epoch 7/7... Discriminator Loss: 1.0681 ... Generator Loss: 0.6685
Epoch 7/7... Discriminator Loss: 1.3495 ... Generator Loss: 0.8492
Epoch 7/7... Discriminator Loss: 1.1464 ... Generator Loss: 1.0369
Epoch 7/7... Discriminator Loss: 1.1727 ... Generator Loss: 0.9040
Epoch 7/7... Discriminator Loss: 1.1342 ... Generator Loss: 0.8870
Epoch 7/7... Discriminator Loss: 1.2106 ... Generator Loss: 0.6785
Epoch 7/7... Discriminator Loss: 1.2924 ... Generator Loss: 0.5208
Epoch 7/7... Discriminator Loss: 1.0872 ... Generator Loss: 0.9212
Epoch 7/7... Discriminator Loss: 1.2214 ... Generator Loss: 1.1233
Epoch 7/7... Discriminator Loss: 1.2036 ... Generator Loss: 0.9385
Epoch 7/7... Discriminator Loss: 1.2457 ... Generator Loss: 0.7362
Epoch 7/7... Discriminator Loss: 1.2848 ... Generator Loss: 0.7895
Epoch 7/7... Discriminator Loss: 1.1009 ... Generator Loss: 0.8141
Epoch 7/7... Discriminator Loss: 1.1765 ... Generator Loss: 1.0671
Epoch 7/7... Discriminator Loss: 1.0697 ... Generator Loss: 0.9580
Epoch 7/7... Discriminator Loss: 1.1351 ... Generator Loss: 0.8266
Epoch 7/7... Discriminator Loss: 1.0983 ... Generator Loss: 1.1374
Epoch 7/7... Discriminator Loss: 1.1420 ... Generator Loss: 0.6373
Epoch 7/7... Discriminator Loss: 1.1245 ... Generator Loss: 0.6906
Epoch 7/7... Discriminator Loss: 1.0554 ... Generator Loss: 0.8273
Epoch 7/7... Discriminator Loss: 1.1669 ... Generator Loss: 0.7206
Epoch 7/7... Discriminator Loss: 1.0924 ... Generator Loss: 0.7687
Epoch 7/7... Discriminator Loss: 1.2012 ... Generator Loss: 1.4865
Epoch 7/7... Discriminator Loss: 1.2104 ... Generator Loss: 1.1117
Epoch 7/7... Discriminator Loss: 0.9728 ... Generator Loss: 0.9139
Epoch 7/7... Discriminator Loss: 1.3753 ... Generator Loss: 0.4522
Epoch 7/7... Discriminator Loss: 1.1249 ... Generator Loss: 0.7938
Epoch 7/7... Discriminator Loss: 1.3071 ... Generator Loss: 1.2647
Epoch 7/7... Discriminator Loss: 1.5499 ... Generator Loss: 0.4620
Epoch 7/7... Discriminator Loss: 1.1214 ... Generator Loss: 0.7400
Epoch 7/7... Discriminator Loss: 1.0679 ... Generator Loss: 0.7909
Epoch 7/7... Discriminator Loss: 1.0349 ... Generator Loss: 1.0971
Epoch 7/7... Discriminator Loss: 1.2508 ... Generator Loss: 0.5835
Epoch 7/7... Discriminator Loss: 1.1028 ... Generator Loss: 0.8179
Epoch 7/7... Discriminator Loss: 1.2216 ... Generator Loss: 0.8207
Epoch 7/7... Discriminator Loss: 1.1076 ... Generator Loss: 0.9954
Epoch 7/7... Discriminator Loss: 1.1462 ... Generator Loss: 0.8755
Epoch 7/7... Discriminator Loss: 1.1473 ... Generator Loss: 0.6042
Epoch 7/7... Discriminator Loss: 1.1615 ... Generator Loss: 1.2153
Epoch 7/7... Discriminator Loss: 0.9884 ... Generator Loss: 1.1266
Epoch 7/7... Discriminator Loss: 1.2297 ... Generator Loss: 0.5978
Epoch 7/7... Discriminator Loss: 1.2532 ... Generator Loss: 0.5619
Epoch 7/7... Discriminator Loss: 1.3198 ... Generator Loss: 0.5551
Epoch 7/7... Discriminator Loss: 1.3017 ... Generator Loss: 0.9360
Epoch 7/7... Discriminator Loss: 1.3491 ... Generator Loss: 1.2592
Epoch 7/7... Discriminator Loss: 1.0855 ... Generator Loss: 1.1924
Epoch 7/7... Discriminator Loss: 1.1571 ... Generator Loss: 0.8040
Epoch 7/7... Discriminator Loss: 1.2983 ... Generator Loss: 1.0580
Epoch 7/7... Discriminator Loss: 1.1375 ... Generator Loss: 0.7360
Epoch 7/7... Discriminator Loss: 0.8996 ... Generator Loss: 0.8523
Epoch 7/7... Discriminator Loss: 1.2541 ... Generator Loss: 0.6780
Epoch 7/7... Discriminator Loss: 1.2594 ... Generator Loss: 1.0919
Epoch 7/7... Discriminator Loss: 1.1732 ... Generator Loss: 0.8725
Epoch 7/7... Discriminator Loss: 1.0610 ... Generator Loss: 0.6810
Epoch 7/7... Discriminator Loss: 1.4589 ... Generator Loss: 0.4452
Epoch 7/7... Discriminator Loss: 1.3294 ... Generator Loss: 0.9452
Epoch 7/7... Discriminator Loss: 1.2328 ... Generator Loss: 1.0574
Epoch 7/7... Discriminator Loss: 1.4116 ... Generator Loss: 0.4633
Epoch 7/7... Discriminator Loss: 1.3469 ... Generator Loss: 0.9790
Epoch 7/7... Discriminator Loss: 1.1987 ... Generator Loss: 0.8376
Epoch 7/7... Discriminator Loss: 1.1142 ... Generator Loss: 0.7760
Epoch 7/7... Discriminator Loss: 1.2631 ... Generator Loss: 0.9529
Epoch 7/7... Discriminator Loss: 1.1951 ... Generator Loss: 0.8145
Epoch 7/7... Discriminator Loss: 1.1603 ... Generator Loss: 0.9064
Epoch 7/7... Discriminator Loss: 1.1409 ... Generator Loss: 0.7427
Epoch 7/7... Discriminator Loss: 1.1904 ... Generator Loss: 1.1826
Epoch 7/7... Discriminator Loss: 1.2649 ... Generator Loss: 0.7421
Epoch 7/7... Discriminator Loss: 1.1187 ... Generator Loss: 0.9224
Epoch 7/7... Discriminator Loss: 1.1911 ... Generator Loss: 0.8570
Epoch 7/7... Discriminator Loss: 1.1031 ... Generator Loss: 0.8598
Epoch 7/7... Discriminator Loss: 1.0740 ... Generator Loss: 0.8549
Epoch 7/7... Discriminator Loss: 1.1724 ... Generator Loss: 0.9375
Epoch 7/7... Discriminator Loss: 1.0590 ... Generator Loss: 1.0068
Epoch 7/7... Discriminator Loss: 1.2175 ... Generator Loss: 1.0924
Epoch 7/7... Discriminator Loss: 1.1342 ... Generator Loss: 1.0035
Epoch 7/7... Discriminator Loss: 1.0242 ... Generator Loss: 1.0992
Epoch 7/7... Discriminator Loss: 1.2435 ... Generator Loss: 0.5750
Epoch 7/7... Discriminator Loss: 1.3098 ... Generator Loss: 0.5847
Epoch 7/7... Discriminator Loss: 1.0116 ... Generator Loss: 0.8985
Epoch 7/7... Discriminator Loss: 1.1351 ... Generator Loss: 1.1961
Epoch 7/7... Discriminator Loss: 1.2895 ... Generator Loss: 0.9843
Epoch 7/7... Discriminator Loss: 1.1974 ... Generator Loss: 0.6715
Epoch 7/7... Discriminator Loss: 1.3989 ... Generator Loss: 0.9178
Epoch 7/7... Discriminator Loss: 1.2092 ... Generator Loss: 0.7738
Epoch 7/7... Discriminator Loss: 0.9638 ... Generator Loss: 1.1422
Epoch 7/7... Discriminator Loss: 1.2666 ... Generator Loss: 0.7590
Epoch 7/7... Discriminator Loss: 1.0359 ... Generator Loss: 1.4228
Epoch 7/7... Discriminator Loss: 1.2872 ... Generator Loss: 0.6548
Epoch 7/7... Discriminator Loss: 1.1648 ... Generator Loss: 0.8386
Epoch 7/7... Discriminator Loss: 1.3605 ... Generator Loss: 0.4903
Epoch 7/7... Discriminator Loss: 1.2745 ... Generator Loss: 1.3720
Epoch 7/7... Discriminator Loss: 1.1733 ... Generator Loss: 1.3717
Epoch 7/7... Discriminator Loss: 1.0834 ... Generator Loss: 1.0185
Epoch 7/7... Discriminator Loss: 1.2011 ... Generator Loss: 0.5790
Epoch 7/7... Discriminator Loss: 1.1506 ... Generator Loss: 0.8670
Epoch 7/7... Discriminator Loss: 1.0506 ... Generator Loss: 1.2984
Epoch 7/7... Discriminator Loss: 1.1983 ... Generator Loss: 0.6812
Epoch 7/7... Discriminator Loss: 1.3384 ... Generator Loss: 0.9603
Epoch 7/7... Discriminator Loss: 1.0943 ... Generator Loss: 0.8376
Epoch 7/7... Discriminator Loss: 0.9036 ... Generator Loss: 1.0235
Epoch 7/7... Discriminator Loss: 1.1637 ... Generator Loss: 0.6316
Epoch 7/7... Discriminator Loss: 1.1992 ... Generator Loss: 1.2150
Epoch 7/7... Discriminator Loss: 1.1957 ... Generator Loss: 1.1978
Epoch 7/7... Discriminator Loss: 1.1131 ... Generator Loss: 1.1034
Epoch 7/7... Discriminator Loss: 0.9567 ... Generator Loss: 0.8608
Epoch 7/7... Discriminator Loss: 1.2029 ... Generator Loss: 0.8132
Epoch 7/7... Discriminator Loss: 0.9837 ... Generator Loss: 0.9805
Epoch 7/7... Discriminator Loss: 1.0435 ... Generator Loss: 1.2455
Epoch 7/7... Discriminator Loss: 1.1954 ... Generator Loss: 1.0207
Epoch 7/7... Discriminator Loss: 1.1671 ... Generator Loss: 0.6480
Epoch 7/7... Discriminator Loss: 1.0271 ... Generator Loss: 0.9167
Epoch 7/7... Discriminator Loss: 1.2858 ... Generator Loss: 0.5329
Epoch 7/7... Discriminator Loss: 1.1453 ... Generator Loss: 0.7691
Epoch 7/7... Discriminator Loss: 1.2720 ... Generator Loss: 0.5573
Epoch 7/7... Discriminator Loss: 1.0415 ... Generator Loss: 1.0399
Epoch 7/7... Discriminator Loss: 0.9492 ... Generator Loss: 1.3416
Epoch 7/7... Discriminator Loss: 1.2603 ... Generator Loss: 0.9326
Epoch 7/7... Discriminator Loss: 1.1990 ... Generator Loss: 0.6016
Epoch 7/7... Discriminator Loss: 1.0324 ... Generator Loss: 0.7571
Epoch 7/7... Discriminator Loss: 1.1974 ... Generator Loss: 0.7554
Epoch 7/7... Discriminator Loss: 1.1865 ... Generator Loss: 0.6774
Epoch 7/7... Discriminator Loss: 1.0274 ... Generator Loss: 1.1118
Epoch 7/7... Discriminator Loss: 1.2085 ... Generator Loss: 0.5848
Epoch 7/7... Discriminator Loss: 1.2046 ... Generator Loss: 0.6163
Epoch 7/7... Discriminator Loss: 1.1223 ... Generator Loss: 1.5847
Epoch 7/7... Discriminator Loss: 1.0712 ... Generator Loss: 0.8752
Epoch 7/7... Discriminator Loss: 1.3253 ... Generator Loss: 0.5507
Epoch 7/7... Discriminator Loss: 1.1562 ... Generator Loss: 1.0108
Epoch 7/7... Discriminator Loss: 1.1256 ... Generator Loss: 1.2103
Epoch 7/7... Discriminator Loss: 1.3578 ... Generator Loss: 0.5086
Epoch 7/7... Discriminator Loss: 1.0865 ... Generator Loss: 0.8668
Epoch 7/7... Discriminator Loss: 1.2084 ... Generator Loss: 0.6220
Epoch 7/7... Discriminator Loss: 1.1674 ... Generator Loss: 1.2658
Epoch 7/7... Discriminator Loss: 1.0403 ... Generator Loss: 0.9940
Epoch 7/7... Discriminator Loss: 1.1891 ... Generator Loss: 1.0052
Epoch 7/7... Discriminator Loss: 1.1337 ... Generator Loss: 0.7709
Epoch 7/7... Discriminator Loss: 1.3073 ... Generator Loss: 1.2391
Epoch 7/7... Discriminator Loss: 1.2177 ... Generator Loss: 0.9106
Epoch 7/7... Discriminator Loss: 1.1477 ... Generator Loss: 0.9078
Epoch 7/7... Discriminator Loss: 1.3810 ... Generator Loss: 0.4442
Epoch 7/7... Discriminator Loss: 1.1180 ... Generator Loss: 0.8541
Epoch 7/7... Discriminator Loss: 1.0877 ... Generator Loss: 0.9397
Epoch 7/7... Discriminator Loss: 1.1279 ... Generator Loss: 0.8858
Epoch 7/7... Discriminator Loss: 1.1008 ... Generator Loss: 0.9836
Epoch 7/7... Discriminator Loss: 1.1561 ... Generator Loss: 0.6448
Epoch 7/7... Discriminator Loss: 1.1216 ... Generator Loss: 0.8547
Epoch 7/7... Discriminator Loss: 1.1132 ... Generator Loss: 1.2161

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.